Kickoff.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c94e39c2-cc99-4f57-8233-98036148c911",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np # linear algebra\n",
    "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6683fc0e-f20b-404b-a8e1-7e2909458474",
   "metadata": {},
   "outputs": [],
   "source": [
    "gameData = pd.read_csv('games.csv', dayfirst=False, parse_dates=[3])\n",
    "playsData = pd.read_csv('plays.csv')\n",
    "playersData = pd.read_csv('players.csv')\n",
    "pffData = pd.read_csv('PFFScoutingData.csv')\n",
    "trackingData2018 = pd.read_csv(\"tracking2018.csv\")\n",
    "trackingData2019 = pd.read_csv(\"tracking2019.csv\")\n",
    "trackingData2020 = pd.read_csv(\"tracking2020.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3956c781-3813-4ebf-a9b3-334fe9d6a282",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\u001b[1;30;42m Game Data Compression: \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m Before \u001b[0;0mOptimization of Dataframe is:\u001b[1m 0.04 MB \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m After \u001b[0;0mOptimization is:\u001b[1m 0.03 MB \u001b[0m\n",
      "\u001b[1mCompressed by:\u001b[1;30;45m 21.36 % \u001b[0;0m\n",
      "\n",
      "\u001b[1;30;42m Plays Data Compression: \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m Before \u001b[0;0mOptimization of Dataframe is:\u001b[1m 3.81 MB \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m After \u001b[0;0mOptimization is:\u001b[1m 2.67 MB \u001b[0m\n",
      "\u001b[1mCompressed by:\u001b[1;30;45m 30.00 % \u001b[0;0m\n",
      "\n",
      "\u001b[1;30;42m Playres Data Compression: \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m Before \u001b[0;0mOptimization of Dataframe is:\u001b[1m 0.15 MB \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m After \u001b[0;0mOptimization is:\u001b[1m 0.13 MB \u001b[0m\n",
      "\u001b[1mCompressed by:\u001b[1;30;45m 14.27 % \u001b[0;0m\n",
      "\n",
      "\u001b[1;30;42m Tracking Data 2018 Compression: \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m Before \u001b[0;0mOptimization of Dataframe is:\u001b[1m 1754.70 MB \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m After \u001b[0;0mOptimization is:\u001b[1m 1169.80 MB \u001b[0m\n",
      "\u001b[1mCompressed by:\u001b[1;30;45m 33.33 % \u001b[0;0m\n",
      "\n",
      "\u001b[1;30;42m Tracking Data 2019 Compression: \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m Before \u001b[0;0mOptimization of Dataframe is:\u001b[1m 1671.42 MB \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m After \u001b[0;0mOptimization is:\u001b[1m 1114.28 MB \u001b[0m\n",
      "\u001b[1mCompressed by:\u001b[1;30;45m 33.33 % \u001b[0;0m\n",
      "\n",
      "\u001b[1;30;42m Tracking Data 2020 Compression: \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m Before \u001b[0;0mOptimization of Dataframe is:\u001b[1m 1623.46 MB \u001b[0m\n",
      "Memory Usage\u001b[1;31;43m After \u001b[0;0mOptimization is:\u001b[1m 1082.31 MB \u001b[0m\n",
      "\u001b[1mCompressed by:\u001b[1;30;45m 33.33 % \u001b[0;0m\n"
     ]
    }
   ],
   "source": [
    "def downcast(dataFrame):\n",
    "    startMemoryOptimization = dataFrame.memory_usage().sum() / 1024 ** 2\n",
    "    print('Memory Usage\\033[1;31;43m Before \\033[0;0mOptimization of Dataframe is:\\033[1m {:.2f} MB \\033[0m'.format(startMemoryOptimization))\n",
    "    floatColumns = [c for c in dataFrame if dataFrame[c].dtype in ['float64']]\n",
    "    intColumns = [c for c in dataFrame if dataFrame[c].dtype in ['int64']]\n",
    "    objectColumns = [c for c in dataFrame if dataFrame[c].dtype in ['object']]\n",
    "    dataFrame[floatColumns] = dataFrame[floatColumns].astype(np.float32)\n",
    "    dataFrame[intColumns] = dataFrame[intColumns].astype(np.int32)\n",
    "    for column in dataFrame[objectColumns].columns:\n",
    "        if column =='date':\n",
    "                dataFrame['date'] = pd.to_datetime(dataFrame['date'],format='%Y-%m-%d')\n",
    "                \n",
    "    endMemoryOptimization = dataFrame.memory_usage().sum() / 1024 ** 2\n",
    "    print('Memory Usage\\033[1;31;43m After \\033[0;0mOptimization is:\\033[1m {:.2f} MB \\033[0m'.format(endMemoryOptimization))\n",
    "    print('\\033[1m'+'Compressed by:\\033[1;30;45m {:.2f} % \\033[0;0m'.format(100*(startMemoryOptimization - endMemoryOptimization) / startMemoryOptimization))\n",
    "    return dataFrame\n",
    "\n",
    "\n",
    "print('\\n' + '\\033[1;30;42m' + ' Game Data Compression: ' + '\\033[0m')\n",
    "gameData = downcast(gameData)\n",
    "print('\\n' + '\\033[1;30;42m' + ' Plays Data Compression: ' + '\\033[0m')\n",
    "playsData = downcast(playsData)\n",
    "print('\\n' + '\\033[1;30;42m' + ' Playres Data Compression: ' + '\\033[0m')\n",
    "playersData = downcast(playersData)\n",
    "print('\\n' + '\\033[1;30;42m' + ' Tracking Data 2018 Compression: ' + '\\033[0m')\n",
    "trackingData2018 = downcast(trackingData2018)\n",
    "print('\\n' + '\\033[1;30;42m' + ' Tracking Data 2019 Compression: ' + '\\033[0m')\n",
    "trackingData2019 = downcast(trackingData2019)\n",
    "print('\\n' + '\\033[1;30;42m' + ' Tracking Data 2020 Compression: ' + '\\033[0m')\n",
    "trackingData2020 = downcast(trackingData2020)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "680549dc-d698-4fd7-84a8-5d40ade3cffb",
   "metadata": {},
   "outputs": [],
   "source": [
    "trackingFull = pd.concat([trackingData2018, trackingData2019, trackingData2020], axis=0)\n",
    "trackingFull.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "570fae8e-74b3-4c53-8c36-78414d024a43",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedGameAndPlaysData = pd.merge(gameData, playsData, how='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3c84b0b5-b8c8-41da-8df2-68d974420ac5",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedGamePlaysAndTrackingFullData = pd.merge(mergedGameAndPlaysData,trackingFull, how ='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b7f45f69-a452-46c3-b1dd-5b2c5960c40c",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergedGamePlaysAndTrackingFullData[\"Result\"] = mergedGamePlaysAndTrackingFullData[\"specialTeamsPlayType\"]+ \" - \" + mergedGamePlaysAndTrackingFullData[\"specialTeamsResult\"].map(str)\n",
    "mergedGamePlaysAndTrackingFullData.drop(['specialTeamsPlayType','specialTeamsResult'],axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "b0572ed6-c3e7-450f-9478-a681c5c864a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "kickoffDataFrame = mergedGamePlaysAndTrackingFullData[['season', 'gameId','playId','possessionTeam','Result','kickerId',\n",
    "                                                        'yardlineNumber','kickLength','event','nflId','displayName','position','kickReturnYardage']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "0c0cd9ab-a386-4941-9740-d3f753492f6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "kickoffEvents = ['Kickoff - Touchback','Kickoff - Return','Kickoff - Muffed','Kickoff - Kickoff Team Recovery','Kickoff - Out of Bounds',\n",
    "                 'Kickoff - Fair Catch','Kickoff - Downed']\n",
    "kickoffEventsFrame = kickoffDataFrame.loc[kickoffDataFrame['Result'].isin(kickoffEvents)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "004b4c81-1333-4050-b0b0-dd0bd5da6593",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['None', 'kickoff', 'touchback', 'kick_received', 'first_contact',\n",
       "       'tackle', 'kickoff_land', 'touchdown', 'onside_kick',\n",
       "       'out_of_bounds', 'kickoff_play', 'free_kick', 'shift',\n",
       "       'kick_recovered', 'fumble_defense_recovered', 'fumble', 'lateral',\n",
       "       'penalty_flag', 'fumble_offense_recovered', 'fair_catch',\n",
       "       'free_kick_play', 'punt_muffed', 'pass_outcome_caught',\n",
       "       'punt_received', 'punt_land', 'handoff', 'drop_kick',\n",
       "       'punt_downed', 'penalty_accepted', 'autoevent_kickoff', 'punt',\n",
       "       'pass_shovel'], dtype=object)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kickoffEventsFrame['event'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "id": "868ca3a1-08c8-446c-a54d-971def6f0945",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>season</th>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gameId</th>\n",
       "      <td>2018090600</td>\n",
       "      <td>2018090600</td>\n",
       "      <td>2018090600</td>\n",
       "      <td>2018090600</td>\n",
       "      <td>2018090600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>playId</th>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>possessionTeam</th>\n",
       "      <td>PHI</td>\n",
       "      <td>PHI</td>\n",
       "      <td>PHI</td>\n",
       "      <td>PHI</td>\n",
       "      <td>PHI</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Result</th>\n",
       "      <td>Kickoff - Touchback</td>\n",
       "      <td>Kickoff - Touchback</td>\n",
       "      <td>Kickoff - Touchback</td>\n",
       "      <td>Kickoff - Touchback</td>\n",
       "      <td>Kickoff - Touchback</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kickerId</th>\n",
       "      <td>44966.0</td>\n",
       "      <td>44966.0</td>\n",
       "      <td>44966.0</td>\n",
       "      <td>44966.0</td>\n",
       "      <td>44966.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yardlineNumber</th>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kickLength</th>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>66.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>event</th>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nflId</th>\n",
       "      <td>32361.0</td>\n",
       "      <td>32361.0</td>\n",
       "      <td>32361.0</td>\n",
       "      <td>32361.0</td>\n",
       "      <td>32361.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>displayName</th>\n",
       "      <td>Corey Graham</td>\n",
       "      <td>Corey Graham</td>\n",
       "      <td>Corey Graham</td>\n",
       "      <td>Corey Graham</td>\n",
       "      <td>Corey Graham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>position</th>\n",
       "      <td>FS</td>\n",
       "      <td>FS</td>\n",
       "      <td>FS</td>\n",
       "      <td>FS</td>\n",
       "      <td>FS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>kickReturnYardage</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                     0                    1  \\\n",
       "season                            2018                 2018   \n",
       "gameId                      2018090600           2018090600   \n",
       "playId                              37                   37   \n",
       "possessionTeam                     PHI                  PHI   \n",
       "Result             Kickoff - Touchback  Kickoff - Touchback   \n",
       "kickerId                       44966.0              44966.0   \n",
       "yardlineNumber                      35                   35   \n",
       "kickLength                        66.0                 66.0   \n",
       "event                             None                 None   \n",
       "nflId                          32361.0              32361.0   \n",
       "displayName               Corey Graham         Corey Graham   \n",
       "position                            FS                   FS   \n",
       "kickReturnYardage                  NaN                  NaN   \n",
       "\n",
       "                                     2                    3  \\\n",
       "season                            2018                 2018   \n",
       "gameId                      2018090600           2018090600   \n",
       "playId                              37                   37   \n",
       "possessionTeam                     PHI                  PHI   \n",
       "Result             Kickoff - Touchback  Kickoff - Touchback   \n",
       "kickerId                       44966.0              44966.0   \n",
       "yardlineNumber                      35                   35   \n",
       "kickLength                        66.0                 66.0   \n",
       "event                             None                 None   \n",
       "nflId                          32361.0              32361.0   \n",
       "displayName               Corey Graham         Corey Graham   \n",
       "position                            FS                   FS   \n",
       "kickReturnYardage                  NaN                  NaN   \n",
       "\n",
       "                                     4  \n",
       "season                            2018  \n",
       "gameId                      2018090600  \n",
       "playId                              37  \n",
       "possessionTeam                     PHI  \n",
       "Result             Kickoff - Touchback  \n",
       "kickerId                       44966.0  \n",
       "yardlineNumber                      35  \n",
       "kickLength                        66.0  \n",
       "event                             None  \n",
       "nflId                          32361.0  \n",
       "displayName               Corey Graham  \n",
       "position                            FS  \n",
       "kickReturnYardage                  NaN  "
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kickoffEventsFrame.head().T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "id": "df10f8db-145f-4fbe-a6d4-84369f960b33",
   "metadata": {},
   "outputs": [],
   "source": [
    "onlyKickoffOf2018 = kickoffEventsFrame[(kickoffEventsFrame.season == 2018 ) & \n",
    "                                        (kickoffEventsFrame.event == 'kickoff') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffTouchbackOf2018 = kickoffEventsFrame[(kickoffEventsFrame.season == 2018 ) & \n",
    "                                        (kickoffEventsFrame.event == 'touchback') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffReturnOf2018 = kickoffEventsFrame[(kickoffEventsFrame.season == 2018 ) & \n",
    "                                        (kickoffEventsFrame.Result == 'Kickoff - Return') &\n",
    "                                        (kickoffEventsFrame.event == 'kickoff') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2018 = kickoffEventsFrame[(kickoffEventsFrame.season == 2018 ) & \n",
    "                                        (kickoffEventsFrame.Result == 'Kickoff - Out of Bounds') &\n",
    "                                        (kickoffEventsFrame.event == 'out_of_bounds') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffOnsideKickOf2018 = kickoffEventsFrame[(kickoffEventsFrame.season == 2018 ) & \n",
    "                                        (kickoffEventsFrame.event == 'onside_kick') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffTouchdownOf2018 = kickoffEventsFrame[(kickoffEventsFrame.season == 2018 ) & \n",
    "                                        (kickoffEventsFrame.event == 'touchdown') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "id": "839e0e5b-2cd0-4d74-b698-b93babf9cba6",
   "metadata": {},
   "outputs": [],
   "source": [
    "onlyKickoffOf2018Series = onlyKickoffOf2018.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOf2018SeriesFrame = pd.DataFrame(onlyKickoffOf2018Series)\n",
    "\n",
    "onlyKickoffOf2018SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoffs'}, inplace=True)\n",
    "\n",
    "cleanKickoffOf2018FrameSeries = \\\n",
    "onlyKickoffOf2018SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoffs'].sum().sort_values(ascending=False)\n",
    "cleanKickoffOf2018FrameSeriesFrame = pd.DataFrame(cleanKickoffOf2018FrameSeries)\n",
    "kickoff2018Ranking = cleanKickoffOf2018FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffTouchbackOf2018Series = onlyKickoffTouchbackOf2018.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffTouchbackOf2018SeriesFrame = pd.DataFrame(onlyKickoffTouchbackOf2018Series)\n",
    "\n",
    "onlyKickoffTouchbackOf2018SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff TB'}, inplace=True)\n",
    "\n",
    "cleanKickoffTouchbackOf2018FrameSeries = \\\n",
    "onlyKickoffTouchbackOf2018SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff TB'].sum().sort_values(ascending=False)\n",
    "cleanKickoffTouchbackOf2018FrameSeriesFrame = pd.DataFrame(cleanKickoffTouchbackOf2018FrameSeries)\n",
    "kickoffTouchback2018Ranking = cleanKickoffTouchbackOf2018FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffReturnOf2018Series = onlyKickoffReturnOf2018.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffReturnOf2018SeriesFrame = pd.DataFrame(onlyKickoffReturnOf2018Series)\n",
    "\n",
    "onlyKickoffReturnOf2018SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff RT'}, inplace=True)\n",
    "\n",
    "cleanKickoffReturnOf2018FrameSeries = \\\n",
    "onlyKickoffReturnOf2018SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff RT'].sum().sort_values(ascending=False)\n",
    "cleanKickoffReturnOf2018FrameSeriesFrame = pd.DataFrame(cleanKickoffReturnOf2018FrameSeries)\n",
    "kickoffReturn2018Ranking = cleanKickoffReturnOf2018FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2018Series = onlyKickoffOutOfBoundsOf2018.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOutOfBoundsOf2018SeriesFrame = pd.DataFrame(onlyKickoffOutOfBoundsOf2018Series)\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2018SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff OTB'}, inplace=True)\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2018FrameSeries = \\\n",
    "onlyKickoffOutOfBoundsOf2018SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff OTB'].sum().sort_values(ascending=False)\n",
    "onlyKickoffOutOfBoundsOf2018FrameSeriesFrame = pd.DataFrame(onlyKickoffOutOfBoundsOf2018FrameSeries)\n",
    "kickoffOutOfBounds2018Ranking = onlyKickoffOutOfBoundsOf2018FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffOnsideKickOf2018Series = onlyKickoffOnsideKickOf2018.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOnsideKickOf2018SeriesFrame = pd.DataFrame(onlyKickoffOnsideKickOf2018Series)\n",
    "\n",
    "onlyKickoffOnsideKickOf2018SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff OSK'}, inplace=True)\n",
    "\n",
    "cleanKickoffOnsideKickOf2018FrameSeries = \\\n",
    "onlyKickoffOnsideKickOf2018SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff OSK'].sum().sort_values(ascending=False)\n",
    "cleanKickoffOnsideKickOf2018FrameSeriesFrame = pd.DataFrame(cleanKickoffOnsideKickOf2018FrameSeries)\n",
    "kickoffOnsideKick2018Ranking = cleanKickoffOnsideKickOf2018FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffTouchdownOf2018Series = onlyKickoffTouchdownOf2018.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffTouchdownOf2018SeriesFrame = pd.DataFrame(onlyKickoffTouchdownOf2018Series)\n",
    "\n",
    "onlyKickoffTouchdownOf2018SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff TD'}, inplace=True)\n",
    "\n",
    "cleanKickoffTouchdownOf2018Frame = \\\n",
    "onlyKickoffTouchdownOf2018SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff TD'].sum().sort_values(ascending=False)\n",
    "cleanKickoffTouchdownOf2018FrameFrame = pd.DataFrame(cleanKickoffTouchdownOf2018Frame)\n",
    "kickoffTouchdown2018Ranking = cleanKickoffTouchdownOf2018FrameFrame.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "id": "be0bd5bf-9286-47cc-8fb3-d83bbed51af7",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "mergeKickoffAndTouchbacks = pd.merge(kickoff2018Ranking,\n",
    "                                     kickoffTouchback2018Ranking, \n",
    "                                     how='outer'\n",
    "                                    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "d01eb8d3-923e-4d7c-a575-643aaf3ceb93",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffAndTouchbacks.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffAndTouchbacks['Kickoff TB'] = mergeKickoffAndTouchbacks['Kickoff TB'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "9254c0de-2a76-4ae0-aeb1-fdd11ea77028",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffAndTouchbacks['TB Accuracy %'] = (mergeKickoffAndTouchbacks['Kickoff TB'] / mergeKickoffAndTouchbacks['Kickoffs']).round(3) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 208,
   "id": "54d121b8-7e82-4187-889a-1e5f6bdcf809",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffTouchbackReturn = pd.merge(mergeKickoffAndTouchbacks,\n",
    "                                     kickoffReturn2018Ranking, \n",
    "                                     how='outer'\n",
    "                                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "31d0cf27-a38b-4196-9412-1f5a6f9a7f04",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "mergeKickoffTouchbackReturnOTB = pd.merge(mergeKickoffTouchbackReturn,\n",
    "                                     kickoffOutOfBounds2018Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "mergeKickoffTouchbackReturnOTB.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTB['Kickoff OTB'] = mergeKickoffTouchbackReturnOTB['Kickoff OTB'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "id": "d2f7a7ab-ec5d-46d1-831b-ba08af6f1140",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffTouchbackReturnOTBOSK = pd.merge(mergeKickoffTouchbackReturnOTB,\n",
    "                                     kickoffOnsideKick2018Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSK.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTBOSK['Kickoff OSK'] = mergeKickoffTouchbackReturnOTBOSK['Kickoff OSK'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "2b88c464-1e21-4cce-b822-8ae9dab3d7ed",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSKTD = pd.merge(mergeKickoffTouchbackReturnOTBOSK,\n",
    "                                     kickoffTouchdown2018Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSKTD.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTBOSKTD['Kickoff TD'] = mergeKickoffTouchbackReturnOTBOSKTD['Kickoff TD'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "3e6aaf90-d7aa-4927-8c42-b5d038de7b74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>Player Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Position</th>\n",
       "      <th>Kickoffs</th>\n",
       "      <th>Kickoff TB</th>\n",
       "      <th>TB Accuracy %</th>\n",
       "      <th>Kickoff RT</th>\n",
       "      <th>Kickoff OTB</th>\n",
       "      <th>Kickoff OSK</th>\n",
       "      <th>Kickoff TD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018</td>\n",
       "      <td>Wil Lutz</td>\n",
       "      <td>NO</td>\n",
       "      <td>K</td>\n",
       "      <td>101</td>\n",
       "      <td>64</td>\n",
       "      <td>63.4</td>\n",
       "      <td>37</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018</td>\n",
       "      <td>Harrison Butker</td>\n",
       "      <td>KC</td>\n",
       "      <td>K</td>\n",
       "      <td>101</td>\n",
       "      <td>65</td>\n",
       "      <td>64.4</td>\n",
       "      <td>32</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>Ka'imi Fairbairn</td>\n",
       "      <td>HOU</td>\n",
       "      <td>K</td>\n",
       "      <td>91</td>\n",
       "      <td>58</td>\n",
       "      <td>63.7</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>Justin Tucker</td>\n",
       "      <td>BAL</td>\n",
       "      <td>K</td>\n",
       "      <td>91</td>\n",
       "      <td>58</td>\n",
       "      <td>63.7</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018</td>\n",
       "      <td>Stephen Gostkowski</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>90</td>\n",
       "      <td>48</td>\n",
       "      <td>53.3</td>\n",
       "      <td>40</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018</td>\n",
       "      <td>Cody Parkey</td>\n",
       "      <td>CHI</td>\n",
       "      <td>K</td>\n",
       "      <td>88</td>\n",
       "      <td>64</td>\n",
       "      <td>72.7</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jason Myers</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>82</td>\n",
       "      <td>60</td>\n",
       "      <td>73.2</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jake Elliott</td>\n",
       "      <td>PHI</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>57</td>\n",
       "      <td>70.4</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mason Crosby</td>\n",
       "      <td>GB</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>41</td>\n",
       "      <td>50.6</td>\n",
       "      <td>39</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018</td>\n",
       "      <td>Aldrick Rosas</td>\n",
       "      <td>NYG</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>51</td>\n",
       "      <td>63.0</td>\n",
       "      <td>26</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018</td>\n",
       "      <td>Chris Boswell</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>80</td>\n",
       "      <td>48</td>\n",
       "      <td>60.0</td>\n",
       "      <td>31</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018</td>\n",
       "      <td>Randy Bullock</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>78</td>\n",
       "      <td>45</td>\n",
       "      <td>57.7</td>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018</td>\n",
       "      <td>Brett Maher</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>76</td>\n",
       "      <td>51</td>\n",
       "      <td>67.1</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018</td>\n",
       "      <td>Greg Zuerlein</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>75</td>\n",
       "      <td>56</td>\n",
       "      <td>74.7</td>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018</td>\n",
       "      <td>Greg Joseph</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>68</td>\n",
       "      <td>47</td>\n",
       "      <td>69.1</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018</td>\n",
       "      <td>Ryan Succop</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>68</td>\n",
       "      <td>44</td>\n",
       "      <td>64.7</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018</td>\n",
       "      <td>Dustin Hopkins</td>\n",
       "      <td>WAS</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>53</td>\n",
       "      <td>80.3</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018</td>\n",
       "      <td>Sebastian Janikowski</td>\n",
       "      <td>SEA</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>36</td>\n",
       "      <td>54.5</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jason Sanders</td>\n",
       "      <td>MIA</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>53</td>\n",
       "      <td>80.3</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018</td>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>65</td>\n",
       "      <td>34</td>\n",
       "      <td>52.3</td>\n",
       "      <td>30</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018</td>\n",
       "      <td>Stephen Hauschka</td>\n",
       "      <td>BUF</td>\n",
       "      <td>K</td>\n",
       "      <td>63</td>\n",
       "      <td>30</td>\n",
       "      <td>47.6</td>\n",
       "      <td>32</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018</td>\n",
       "      <td>Brandon McManus</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>63</td>\n",
       "      <td>38</td>\n",
       "      <td>60.3</td>\n",
       "      <td>25</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018</td>\n",
       "      <td>Graham Gano</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>59</td>\n",
       "      <td>45</td>\n",
       "      <td>76.3</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mike Badgley</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>54</td>\n",
       "      <td>9</td>\n",
       "      <td>16.7</td>\n",
       "      <td>45</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018</td>\n",
       "      <td>Josh Lambo</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>52</td>\n",
       "      <td>36</td>\n",
       "      <td>69.2</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018</td>\n",
       "      <td>Chandler Catanzaro</td>\n",
       "      <td>TB</td>\n",
       "      <td>K</td>\n",
       "      <td>49</td>\n",
       "      <td>39</td>\n",
       "      <td>79.6</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>46.5</td>\n",
       "      <td>22</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>TB</td>\n",
       "      <td>K</td>\n",
       "      <td>33</td>\n",
       "      <td>12</td>\n",
       "      <td>36.4</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018</td>\n",
       "      <td>Phil Dawson</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>31</td>\n",
       "      <td>14</td>\n",
       "      <td>45.2</td>\n",
       "      <td>17</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018</td>\n",
       "      <td>Caleb Sturgis</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>28</td>\n",
       "      <td>14</td>\n",
       "      <td>50.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>63.2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018</td>\n",
       "      <td>Chandler Catanzaro</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>81.2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>53.8</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mike Nugent</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>46.2</td>\n",
       "      <td>7</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018</td>\n",
       "      <td>Sam Ficken</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>84.6</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt McCrane</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>55.6</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt Prater</td>\n",
       "      <td>DET</td>\n",
       "      <td>K</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt McCrane</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt McCrane</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2018</td>\n",
       "      <td>Robbie Gould</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Season           Player Name Team Position  Kickoffs  Kickoff TB  \\\n",
       "0     2018              Wil Lutz   NO        K       101          64   \n",
       "1     2018       Harrison Butker   KC        K       101          65   \n",
       "2     2018      Ka'imi Fairbairn  HOU        K        91          58   \n",
       "3     2018         Justin Tucker  BAL        K        91          58   \n",
       "4     2018    Stephen Gostkowski   NE        K        90          48   \n",
       "5     2018           Cody Parkey  CHI        K        88          64   \n",
       "6     2018           Jason Myers  NYJ        K        82          60   \n",
       "7     2018          Jake Elliott  PHI        K        81          57   \n",
       "8     2018          Mason Crosby   GB        K        81          41   \n",
       "9     2018         Aldrick Rosas  NYG        K        81          51   \n",
       "10    2018         Chris Boswell  PIT        K        80          48   \n",
       "11    2018         Randy Bullock  CIN        K        78          45   \n",
       "12    2018           Brett Maher  DAL        K        76          51   \n",
       "13    2018         Greg Zuerlein   LA        K        75          56   \n",
       "14    2018           Greg Joseph  CLE        K        68          47   \n",
       "15    2018           Ryan Succop  TEN        K        68          44   \n",
       "16    2018        Dustin Hopkins  WAS        K        66          53   \n",
       "17    2018  Sebastian Janikowski  SEA        K        66          36   \n",
       "18    2018         Jason Sanders  MIA        K        66          53   \n",
       "19    2018            Dan Bailey  MIN        K        65          34   \n",
       "20    2018      Stephen Hauschka  BUF        K        63          30   \n",
       "21    2018       Brandon McManus  DEN        K        63          38   \n",
       "22    2018           Graham Gano  CAR        K        59          45   \n",
       "23    2018          Mike Badgley  LAC        K        54           9   \n",
       "24    2018            Josh Lambo  JAX        K        52          36   \n",
       "25    2018    Chandler Catanzaro   TB        K        49          39   \n",
       "26    2018        Daniel Carlson  OAK        K        43          20   \n",
       "27    2018          Cairo Santos   TB        K        33          12   \n",
       "28    2018           Phil Dawson  ARI        K        31          14   \n",
       "29    2018         Caleb Sturgis  LAC        K        28          14   \n",
       "30    2018         Zane Gonzalez  ARI        K        19          12   \n",
       "31    2018    Chandler Catanzaro  CAR        K        16          13   \n",
       "32    2018          Cairo Santos   LA        K        13           7   \n",
       "33    2018           Mike Nugent  OAK        K        13           6   \n",
       "34    2018            Sam Ficken   LA        K        13          11   \n",
       "35    2018          Matt McCrane  OAK        K        12           3   \n",
       "36    2018         Zane Gonzalez  CLE        K         9           5   \n",
       "37    2018           Matt Prater  DET        K         6           3   \n",
       "38    2018        Daniel Carlson  MIN        K         5           4   \n",
       "39    2018          Matt McCrane  ARI        K         4           2   \n",
       "40    2018          Matt McCrane  PIT        K         4           0   \n",
       "41    2018          Robbie Gould   SF        K         2           0   \n",
       "\n",
       "    TB Accuracy %  Kickoff RT  Kickoff OTB  Kickoff OSK  Kickoff TD  \n",
       "0            63.4          37            0            0           0  \n",
       "1            64.4          32            3            1           0  \n",
       "2            63.7          30            0            1           0  \n",
       "3            63.7          31            1            1           0  \n",
       "4            53.3          40            0            0           0  \n",
       "5            72.7          22            1            1           1  \n",
       "6            73.2          22            0            0           0  \n",
       "7            70.4          24            0            1           0  \n",
       "8            50.6          39            0            2           1  \n",
       "9            63.0          26            3            4           0  \n",
       "10           60.0          31            0            0           0  \n",
       "11           57.7          31            1            1           0  \n",
       "12           67.1          24            0            0           0  \n",
       "13           74.7          18            0            0           0  \n",
       "14           69.1          20            1            1           0  \n",
       "15           64.7          24            0            2           1  \n",
       "16           80.3          13            0            1           0  \n",
       "17           54.5          29            0            2           1  \n",
       "18           80.3          12            1            1           1  \n",
       "19           52.3          30            2            4           0  \n",
       "20           47.6          32            0            3           0  \n",
       "21           60.3          25            1            4           0  \n",
       "22           76.3          13            0            1           0  \n",
       "23           16.7          45            0            0           0  \n",
       "24           69.2          16            0            2           0  \n",
       "25           79.6          10            0            0           0  \n",
       "26           46.5          22            1            1           0  \n",
       "27           36.4          19            0            2           0  \n",
       "28           45.2          17            1            1           0  \n",
       "29           50.0          14            0            0           0  \n",
       "30           63.2           7            0            0           0  \n",
       "31           81.2           3            0            0           0  \n",
       "32           53.8           6            0            0           0  \n",
       "33           46.2           7            0            1           0  \n",
       "34           84.6           1            1            0           0  \n",
       "35           25.0           8            0            1           0  \n",
       "36           55.6           4            0            0           0  \n",
       "37           50.0           2            0            0           0  \n",
       "38           80.0           1            0            0           0  \n",
       "39           50.0           2            0            0           0  \n",
       "40            0.0           4            0            0           0  \n",
       "41            0.0           2            0            1           0  "
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mergeKickoffTouchbackReturnOTBOSKTD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "46394af3-8cb5-4b4b-8f45-232facb18b8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "onlyKickoffOf2019 = kickoffEventsFrame[(kickoffEventsFrame.season == 2019 ) & \n",
    "                                        (kickoffEventsFrame.event == 'kickoff') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffTouchbackOf2019 = kickoffEventsFrame[(kickoffEventsFrame.season == 2019 ) & \n",
    "                                        (kickoffEventsFrame.event == 'touchback') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffReturnOf2019 = kickoffEventsFrame[(kickoffEventsFrame.season == 2019) & \n",
    "                                        (kickoffEventsFrame.Result == 'Kickoff - Return') &\n",
    "                                        (kickoffEventsFrame.event == 'kickoff') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2019 = kickoffEventsFrame[(kickoffEventsFrame.season == 2019) & \n",
    "                                        (kickoffEventsFrame.Result == 'Kickoff - Out of Bounds') &\n",
    "                                        (kickoffEventsFrame.event == 'out_of_bounds') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffOnsideKickOf2019 = kickoffEventsFrame[(kickoffEventsFrame.season == 2019) & \n",
    "                                        (kickoffEventsFrame.event == 'onside_kick') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffTouchdownOf2019 = kickoffEventsFrame[(kickoffEventsFrame.season == 2019) & \n",
    "                                        (kickoffEventsFrame.event == 'touchdown') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "2479e197-46be-4343-b766-7167f444b485",
   "metadata": {},
   "outputs": [],
   "source": [
    "onlyKickoffOf2019Series = onlyKickoffOf2019.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOf2019SeriesFrame = pd.DataFrame(onlyKickoffOf2019Series)\n",
    "\n",
    "onlyKickoffOf2019SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoffs'}, inplace=True)\n",
    "\n",
    "cleanKickoffOf2019FrameSeries = \\\n",
    "onlyKickoffOf2019SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoffs'].sum().sort_values(ascending=False)\n",
    "cleanKickoffOf2019FrameSeriesFrame = pd.DataFrame(cleanKickoffOf2019FrameSeries)\n",
    "kickoff2019Ranking = cleanKickoffOf2019FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffTouchbackOf2019Series = onlyKickoffTouchbackOf2019.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffTouchbackOf2019SeriesFrame = pd.DataFrame(onlyKickoffTouchbackOf2019Series)\n",
    "\n",
    "onlyKickoffTouchbackOf2019SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff TB'}, inplace=True)\n",
    "\n",
    "cleanKickoffTouchbackOf2019FrameSeries = \\\n",
    "onlyKickoffTouchbackOf2019SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff TB'].sum().sort_values(ascending=False)\n",
    "cleanKickoffTouchbackOf2019FrameSeriesFrame = pd.DataFrame(cleanKickoffTouchbackOf2019FrameSeries)\n",
    "kickoffTouchback2019Ranking = cleanKickoffTouchbackOf2019FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffReturnOf2019Series = onlyKickoffReturnOf2019.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffReturnOf2019SeriesFrame = pd.DataFrame(onlyKickoffReturnOf2019Series)\n",
    "\n",
    "onlyKickoffReturnOf2019SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff RT'}, inplace=True)\n",
    "\n",
    "cleanKickoffReturnOf2019FrameSeries = \\\n",
    "onlyKickoffReturnOf2019SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff RT'].sum().sort_values(ascending=False)\n",
    "cleanKickoffReturnOf2019FrameSeriesFrame = pd.DataFrame(cleanKickoffReturnOf2019FrameSeries)\n",
    "kickoffReturn2019Ranking = cleanKickoffReturnOf2019FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2019Series = onlyKickoffOutOfBoundsOf2019.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOutOfBoundsOf2019SeriesFrame = pd.DataFrame(onlyKickoffOutOfBoundsOf2019Series)\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2019SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff OTB'}, inplace=True)\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2019FrameSeries = \\\n",
    "onlyKickoffOutOfBoundsOf2019SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff OTB'].sum().sort_values(ascending=False)\n",
    "onlyKickoffOutOfBoundsOf2019FrameSeriesFrame = pd.DataFrame(onlyKickoffOutOfBoundsOf2019FrameSeries)\n",
    "kickoffOutOfBounds2019Ranking = onlyKickoffOutOfBoundsOf2019FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffOnsideKickOf2019Series = onlyKickoffOnsideKickOf2019.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOnsideKickOf2019SeriesFrame = pd.DataFrame(onlyKickoffOnsideKickOf2019Series)\n",
    "\n",
    "onlyKickoffOnsideKickOf2019SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff OSK'}, inplace=True)\n",
    "\n",
    "cleanKickoffOnsideKickOf2019FrameSeries = \\\n",
    "onlyKickoffOnsideKickOf2019SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff OSK'].sum().sort_values(ascending=False)\n",
    "cleanKickoffOnsideKickOf2019FrameSeriesFrame = pd.DataFrame(cleanKickoffOnsideKickOf2019FrameSeries)\n",
    "kickoffOnsideKick2019Ranking = cleanKickoffOnsideKickOf2019FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffTouchdownOf2019Series = onlyKickoffTouchdownOf2019.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffTouchdownOf2019SeriesFrame = pd.DataFrame(onlyKickoffTouchdownOf2019Series)\n",
    "\n",
    "onlyKickoffTouchdownOf2019SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff TD'}, inplace=True)\n",
    "\n",
    "cleanKickoffTouchdownOf2019Frame = \\\n",
    "onlyKickoffTouchdownOf2019SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff TD'].sum().sort_values(ascending=False)\n",
    "cleanKickoffTouchdownOf2019FrameFrame = pd.DataFrame(cleanKickoffTouchdownOf2019Frame)\n",
    "kickoffTouchdown2019Ranking = cleanKickoffTouchdownOf2019FrameFrame.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "f72069e8-8da7-484f-a63b-759cd77d0b11",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "mergeKickoffAndTouchbacks2019 = pd.merge(kickoff2019Ranking,\n",
    "                                     kickoffTouchback2019Ranking, \n",
    "                                     how='outer'\n",
    "                                    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "6e241227-14a1-4a40-bf9a-3e6951807a03",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffAndTouchbacks2019.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffAndTouchbacks2019['Kickoff TB'] = mergeKickoffAndTouchbacks2019['Kickoff TB'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "651c94a3-6aef-4311-a595-6e2d658cf3f9",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffAndTouchbacks2019['TB Accuracy %'] = (mergeKickoffAndTouchbacks2019['Kickoff TB'] / mergeKickoffAndTouchbacks2019['Kickoffs']).round(3) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "bda73438-fe8e-4098-a90a-bd3e021a9bb2",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffTouchbackReturn2019 = pd.merge(mergeKickoffAndTouchbacks2019,\n",
    "                                     kickoffReturn2019Ranking, \n",
    "                                     how='outer'\n",
    "                                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "7f75b3ca-9e19-4345-878f-49fad46984bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "mergeKickoffTouchbackReturnOTB2019 = pd.merge(mergeKickoffTouchbackReturn2019,\n",
    "                                     kickoffOutOfBounds2019Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "mergeKickoffTouchbackReturnOTB2019.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTB2019['Kickoff OTB'] = mergeKickoffTouchbackReturnOTB2019['Kickoff OTB'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "10fe24ab-ca1e-4edb-849e-b69b728888ee",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffTouchbackReturnOTBOSK2019 = pd.merge(mergeKickoffTouchbackReturnOTB2019,\n",
    "                                     kickoffOnsideKick2019Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSK2019.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTBOSK2019['Kickoff OSK'] = mergeKickoffTouchbackReturnOTBOSK2019['Kickoff OSK'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "431eb141-547e-49bd-b7a4-e5bd6b2682c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSKTD2019 = pd.merge(mergeKickoffTouchbackReturnOTBOSK2019,\n",
    "                                     kickoffTouchdown2019Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSKTD2019.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTBOSKTD2019['Kickoff TD'] = mergeKickoffTouchbackReturnOTBOSKTD2019['Kickoff TD'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "f2baec87-4576-4d5c-aaf6-39e82321df7b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>Player Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Position</th>\n",
       "      <th>Kickoffs</th>\n",
       "      <th>Kickoff TB</th>\n",
       "      <th>TB Accuracy %</th>\n",
       "      <th>Kickoff RT</th>\n",
       "      <th>Kickoff OTB</th>\n",
       "      <th>Kickoff OSK</th>\n",
       "      <th>Kickoff TD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019</td>\n",
       "      <td>Justin Tucker</td>\n",
       "      <td>BAL</td>\n",
       "      <td>K</td>\n",
       "      <td>105</td>\n",
       "      <td>55</td>\n",
       "      <td>52.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019</td>\n",
       "      <td>Harrison Butker</td>\n",
       "      <td>KC</td>\n",
       "      <td>K</td>\n",
       "      <td>94</td>\n",
       "      <td>57</td>\n",
       "      <td>60.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019</td>\n",
       "      <td>Wil Lutz</td>\n",
       "      <td>NO</td>\n",
       "      <td>K</td>\n",
       "      <td>92</td>\n",
       "      <td>71</td>\n",
       "      <td>77.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019</td>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>84</td>\n",
       "      <td>61</td>\n",
       "      <td>72.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019</td>\n",
       "      <td>Jason Myers</td>\n",
       "      <td>SEA</td>\n",
       "      <td>K</td>\n",
       "      <td>84</td>\n",
       "      <td>58</td>\n",
       "      <td>69.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019</td>\n",
       "      <td>Greg Zuerlein</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>83</td>\n",
       "      <td>62</td>\n",
       "      <td>74.7</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2019</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>82</td>\n",
       "      <td>45</td>\n",
       "      <td>54.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2019</td>\n",
       "      <td>Ka'imi Fairbairn</td>\n",
       "      <td>HOU</td>\n",
       "      <td>K</td>\n",
       "      <td>80</td>\n",
       "      <td>41</td>\n",
       "      <td>51.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2019</td>\n",
       "      <td>Mason Crosby</td>\n",
       "      <td>GB</td>\n",
       "      <td>K</td>\n",
       "      <td>79</td>\n",
       "      <td>49</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2019</td>\n",
       "      <td>Jake Elliott</td>\n",
       "      <td>PHI</td>\n",
       "      <td>K</td>\n",
       "      <td>77</td>\n",
       "      <td>49</td>\n",
       "      <td>63.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2019</td>\n",
       "      <td>Austin Seibert</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>75</td>\n",
       "      <td>30</td>\n",
       "      <td>40.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2019</td>\n",
       "      <td>Stephen Hauschka</td>\n",
       "      <td>BUF</td>\n",
       "      <td>K</td>\n",
       "      <td>72</td>\n",
       "      <td>42</td>\n",
       "      <td>58.3</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2019</td>\n",
       "      <td>Brandon McManus</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>52</td>\n",
       "      <td>73.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2019</td>\n",
       "      <td>Chris Boswell</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>31</td>\n",
       "      <td>43.7</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2019</td>\n",
       "      <td>Aldrick Rosas</td>\n",
       "      <td>NYG</td>\n",
       "      <td>K</td>\n",
       "      <td>70</td>\n",
       "      <td>48</td>\n",
       "      <td>68.6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2019</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>70</td>\n",
       "      <td>37</td>\n",
       "      <td>52.9</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2019</td>\n",
       "      <td>Joey Slye</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>69</td>\n",
       "      <td>63</td>\n",
       "      <td>91.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2019</td>\n",
       "      <td>Randy Bullock</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>44</td>\n",
       "      <td>66.7</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2019</td>\n",
       "      <td>Jason Sanders</td>\n",
       "      <td>MIA</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>47</td>\n",
       "      <td>71.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2019</td>\n",
       "      <td>Dustin Hopkins</td>\n",
       "      <td>WAS</td>\n",
       "      <td>K</td>\n",
       "      <td>64</td>\n",
       "      <td>46</td>\n",
       "      <td>71.9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2019</td>\n",
       "      <td>Brett Maher</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>63</td>\n",
       "      <td>33</td>\n",
       "      <td>52.4</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2019</td>\n",
       "      <td>Sam Ficken</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>58</td>\n",
       "      <td>29</td>\n",
       "      <td>50.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2019</td>\n",
       "      <td>Eddy Pineiro</td>\n",
       "      <td>CHI</td>\n",
       "      <td>K</td>\n",
       "      <td>49</td>\n",
       "      <td>25</td>\n",
       "      <td>51.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2019</td>\n",
       "      <td>Younghoe Koo</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>45</td>\n",
       "      <td>24</td>\n",
       "      <td>53.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2019</td>\n",
       "      <td>Josh Lambo</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>36</td>\n",
       "      <td>22</td>\n",
       "      <td>61.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2019</td>\n",
       "      <td>Stephen Gostkowski</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2019</td>\n",
       "      <td>Kai Forbath</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>23</td>\n",
       "      <td>15</td>\n",
       "      <td>65.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2019</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>57.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2019</td>\n",
       "      <td>Matt Prater</td>\n",
       "      <td>DET</td>\n",
       "      <td>K</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>47.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2019</td>\n",
       "      <td>Ryan Succop</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>18.8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2019</td>\n",
       "      <td>Chase McLaughlin</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>46.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2019</td>\n",
       "      <td>Cody Parkey</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>75.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2019</td>\n",
       "      <td>Mike Badgley</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>9.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2019</td>\n",
       "      <td>Greg Joseph</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>54.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2019</td>\n",
       "      <td>Matt Bryant</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2019</td>\n",
       "      <td>Kaare Vedvik</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2019</td>\n",
       "      <td>Nick Folk</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2019</td>\n",
       "      <td>Robbie Gould</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2019</td>\n",
       "      <td>Chase McLaughlin</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Season         Player Name Team Position  Kickoffs  Kickoff TB  \\\n",
       "0     2019       Justin Tucker  BAL        K       105          55   \n",
       "1     2019     Harrison Butker   KC        K        94          57   \n",
       "2     2019            Wil Lutz   NO        K        92          71   \n",
       "3     2019          Dan Bailey  MIN        K        84          61   \n",
       "4     2019         Jason Myers  SEA        K        84          58   \n",
       "5     2019       Greg Zuerlein   LA        K        83          62   \n",
       "6     2019       Zane Gonzalez  ARI        K        82          45   \n",
       "7     2019    Ka'imi Fairbairn  HOU        K        80          41   \n",
       "8     2019        Mason Crosby   GB        K        79          49   \n",
       "9     2019        Jake Elliott  PHI        K        77          49   \n",
       "10    2019      Austin Seibert  CLE        K        75          30   \n",
       "11    2019    Stephen Hauschka  BUF        K        72          42   \n",
       "12    2019     Brandon McManus  DEN        K        71          52   \n",
       "13    2019       Chris Boswell  PIT        K        71          31   \n",
       "14    2019       Aldrick Rosas  NYG        K        70          48   \n",
       "15    2019      Daniel Carlson  OAK        K        70          37   \n",
       "16    2019           Joey Slye  CAR        K        69          63   \n",
       "17    2019       Randy Bullock  CIN        K        66          44   \n",
       "18    2019       Jason Sanders  MIA        K        66          47   \n",
       "19    2019      Dustin Hopkins  WAS        K        64          46   \n",
       "20    2019         Brett Maher  DAL        K        63          33   \n",
       "21    2019          Sam Ficken  NYJ        K        58          29   \n",
       "22    2019        Eddy Pineiro  CHI        K        49          25   \n",
       "23    2019        Younghoe Koo  ATL        K        45          24   \n",
       "24    2019          Josh Lambo  JAX        K        36          22   \n",
       "25    2019  Stephen Gostkowski   NE        K        26          20   \n",
       "26    2019         Kai Forbath  DAL        K        23          15   \n",
       "27    2019        Cairo Santos  TEN        K        21          12   \n",
       "28    2019         Matt Prater  DET        K        17           8   \n",
       "29    2019         Ryan Succop  TEN        K        16           3   \n",
       "30    2019    Chase McLaughlin  LAC        K        15           7   \n",
       "31    2019         Cody Parkey  TEN        K        12           9   \n",
       "32    2019        Mike Badgley  LAC        K        11           1   \n",
       "33    2019         Greg Joseph  TEN        K        11           6   \n",
       "34    2019         Matt Bryant  ATL        K         5           0   \n",
       "35    2019        Kaare Vedvik  NYJ        K         3           3   \n",
       "36    2019           Nick Folk   NE        K         1           0   \n",
       "37    2019        Robbie Gould   SF        K         1           0   \n",
       "38    2019    Chase McLaughlin   SF        K         1           0   \n",
       "\n",
       "    TB Accuracy %  Kickoff RT  Kickoff OTB  Kickoff OSK  Kickoff TD  \n",
       "0            52.4        48.0            0            0           1  \n",
       "1            60.6        34.0            0            1           0  \n",
       "2            77.2        19.0            0            0           1  \n",
       "3            72.6        20.0            0            0           0  \n",
       "4            69.0        22.0            0            0           0  \n",
       "5            74.7        16.0            2            0           0  \n",
       "6            54.9        35.0            2            0           0  \n",
       "7            51.2        36.0            0            1           0  \n",
       "8            62.0        28.0            1            0           0  \n",
       "9            63.6        26.0            0            2           1  \n",
       "10           40.0        44.0            1            0           0  \n",
       "11           58.3        30.0            0            1           2  \n",
       "12           73.2        16.0            0            0           0  \n",
       "13           43.7        38.0            0            0           0  \n",
       "14           68.6        16.0            2            1           0  \n",
       "15           52.9        32.0            0            1           0  \n",
       "16           91.3         2.0            0            1           0  \n",
       "17           66.7        19.0            1            4           0  \n",
       "18           71.2        16.0            0            4           1  \n",
       "19           71.9        17.0            0            3           0  \n",
       "20           52.4        28.0            1            4           0  \n",
       "21           50.0        28.0            0            3           0  \n",
       "22           51.0        22.0            2            2           0  \n",
       "23           53.3        18.0            0            3           1  \n",
       "24           61.1        12.0            0            6           0  \n",
       "25           76.9         5.0            0            0           0  \n",
       "26           65.2         6.0            2            0           0  \n",
       "27           57.1         8.0            0            0           0  \n",
       "28           47.1         8.0            0            1           1  \n",
       "29           18.8        13.0            0            1           0  \n",
       "30           46.7         8.0            0            2           0  \n",
       "31           75.0         3.0            0            0           0  \n",
       "32            9.1        10.0            0            0           0  \n",
       "33           54.5         5.0            0            0           0  \n",
       "34            0.0         5.0            0            0           0  \n",
       "35          100.0         0.0            0            0           0  \n",
       "36            0.0         0.0            0            0           0  \n",
       "37            0.0         1.0            0            0           0  \n",
       "38            0.0         1.0            0            0           0  "
      ]
     },
     "execution_count": 224,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mergeKickoffTouchbackReturnOTBOSKTD2019"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "694a107a-092f-4e71-8e69-34486f9f2ab1",
   "metadata": {},
   "outputs": [],
   "source": [
    "onlyKickoffOf2020 = kickoffEventsFrame[(kickoffEventsFrame.season == 2020) & \n",
    "                                        (kickoffEventsFrame.event == 'kickoff') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffTouchbackOf2020 = kickoffEventsFrame[(kickoffEventsFrame.season == 2020) & \n",
    "                                        (kickoffEventsFrame.event == 'touchback') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffReturnOf2020 = kickoffEventsFrame[(kickoffEventsFrame.season == 2020) & \n",
    "                                        (kickoffEventsFrame.Result == 'Kickoff - Return') &\n",
    "                                        (kickoffEventsFrame.event == 'kickoff') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2020 = kickoffEventsFrame[(kickoffEventsFrame.season == 2020) & \n",
    "                                        (kickoffEventsFrame.Result == 'Kickoff - Out of Bounds') &\n",
    "                                        (kickoffEventsFrame.event == 'out_of_bounds') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffOnsideKickOf2020 = kickoffEventsFrame[(kickoffEventsFrame.season == 2020) & \n",
    "                                        (kickoffEventsFrame.event == 'onside_kick') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n",
    "\n",
    "onlyKickoffTouchdownOf2020 = kickoffEventsFrame[(kickoffEventsFrame.season == 2020) & \n",
    "                                        (kickoffEventsFrame.event == 'touchdown') & \n",
    "                                        (kickoffEventsFrame.position == 'K') \n",
    "                                        ]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "6d3e58d6-d33f-4b72-9538-3cb1e8729e11",
   "metadata": {},
   "outputs": [],
   "source": [
    "onlyKickoffOf2020Series = onlyKickoffOf2020.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOf2020SeriesFrame = pd.DataFrame(onlyKickoffOf2020Series)\n",
    "\n",
    "onlyKickoffOf2020SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoffs'}, inplace=True)\n",
    "\n",
    "cleanKickoffOf2020FrameSeries = \\\n",
    "onlyKickoffOf2020SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoffs'].sum().sort_values(ascending=False)\n",
    "cleanKickoffOf2020FrameSeriesFrame = pd.DataFrame(cleanKickoffOf2020FrameSeries)\n",
    "kickoff2020Ranking = cleanKickoffOf2020FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffTouchbackOf2020Series = onlyKickoffTouchbackOf2020.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffTouchbackOf2020SeriesFrame = pd.DataFrame(onlyKickoffTouchbackOf2020Series)\n",
    "\n",
    "onlyKickoffTouchbackOf2020SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff TB'}, inplace=True)\n",
    "\n",
    "cleanKickoffTouchbackOf2020FrameSeries = \\\n",
    "onlyKickoffTouchbackOf2020SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff TB'].sum().sort_values(ascending=False)\n",
    "cleanKickoffTouchbackOf2020FrameSeriesFrame = pd.DataFrame(cleanKickoffTouchbackOf2020FrameSeries)\n",
    "kickoffTouchback2020Ranking = cleanKickoffTouchbackOf2020FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffReturnOf2020Series = onlyKickoffReturnOf2020.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffReturnOf2020SeriesFrame = pd.DataFrame(onlyKickoffReturnOf2020Series)\n",
    "\n",
    "onlyKickoffReturnOf2020SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff RT'}, inplace=True)\n",
    "\n",
    "cleanKickoffReturnOf2020FrameSeries = \\\n",
    "onlyKickoffReturnOf2020SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff RT'].sum().sort_values(ascending=False)\n",
    "cleanKickoffReturnOf2020FrameSeriesFrame = pd.DataFrame(cleanKickoffReturnOf2020FrameSeries)\n",
    "kickoffReturn2020Ranking = cleanKickoffReturnOf2020FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2020Series = onlyKickoffOutOfBoundsOf2020.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOutOfBoundsOf2020SeriesFrame = pd.DataFrame(onlyKickoffOutOfBoundsOf2020Series)\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2020SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff OTB'}, inplace=True)\n",
    "\n",
    "onlyKickoffOutOfBoundsOf2020FrameSeries = \\\n",
    "onlyKickoffOutOfBoundsOf2020SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff OTB'].sum().sort_values(ascending=False)\n",
    "onlyKickoffOutOfBoundsOf2020FrameSeriesFrame = pd.DataFrame(onlyKickoffOutOfBoundsOf2020FrameSeries)\n",
    "kickoffOutOfBounds2020Ranking = onlyKickoffOutOfBoundsOf2020FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffOnsideKickOf2020Series = onlyKickoffOnsideKickOf2020.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffOnsideKickOf2020SeriesFrame = pd.DataFrame(onlyKickoffOnsideKickOf2020Series)\n",
    "\n",
    "onlyKickoffOnsideKickOf2020SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff OSK'}, inplace=True)\n",
    "\n",
    "cleanKickoffOnsideKickOf2020FrameSeries = \\\n",
    "onlyKickoffOnsideKickOf2020SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff OSK'].sum().sort_values(ascending=False)\n",
    "cleanKickoffOnsideKickOf2020FrameSeriesFrame = pd.DataFrame(cleanKickoffOnsideKickOf2020FrameSeries)\n",
    "kickoffOnsideKick2020Ranking = cleanKickoffOnsideKickOf2020FrameSeriesFrame.reset_index()\n",
    "\n",
    "\n",
    "###############################################################################################################################################################\n",
    "\n",
    "\n",
    "onlyKickoffTouchdownOf2020Series = onlyKickoffTouchdownOf2020.groupby(\n",
    "    ['season', 'possessionTeam', 'displayName', 'position'], as_index=False).size()\n",
    "onlyKickoffTouchdownOf2020SeriesFrame = pd.DataFrame(onlyKickoffTouchdownOf2020Series)\n",
    "\n",
    "onlyKickoffTouchdownOf2020SeriesFrame.rename(\n",
    "    columns={'season': 'Season', 'displayName': 'Player Name', 'possessionTeam': 'Team', 'position': 'Position',\n",
    "             'size': 'Kickoff TD'}, inplace=True)\n",
    "\n",
    "cleanKickoffTouchdownOf2020Frame = \\\n",
    "onlyKickoffTouchdownOf2020SeriesFrame.groupby(['Season', 'Player Name', 'Team', 'Position'])[\n",
    "    'Kickoff TD'].sum().sort_values(ascending=False)\n",
    "cleanKickoffTouchdownOf2020FrameFrame = pd.DataFrame(cleanKickoffTouchdownOf2020Frame)\n",
    "kickoffTouchdown2020Ranking = cleanKickoffTouchdownOf2020FrameFrame.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "0f40446f-9158-4329-962d-c0aba82e7577",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "mergeKickoffAndTouchbacks2020 = pd.merge(kickoff2020Ranking,\n",
    "                                     kickoffTouchback2020Ranking, \n",
    "                                     how='outer'\n",
    "                                    )\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "60e90fa3-fb20-41b0-8b76-d49eaa351c76",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffAndTouchbacks2020.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffAndTouchbacks2020['Kickoff TB'] = mergeKickoffAndTouchbacks2020['Kickoff TB'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "id": "e4db7d2e-56a1-4464-9985-f822cdfa5418",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffAndTouchbacks2020['TB Accuracy %'] = (mergeKickoffAndTouchbacks2020['Kickoff TB'] / mergeKickoffAndTouchbacks2020['Kickoffs']).round(3) * 100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "46090484-9ea4-44af-8927-9e19f57b030f",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffTouchbackReturn2020 = pd.merge(mergeKickoffAndTouchbacks2020,\n",
    "                                     kickoffReturn2020Ranking, \n",
    "                                     how='outer'\n",
    "                                    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "ce9ca397-d18c-4da7-a0f8-5424d296dbcc",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "mergeKickoffTouchbackReturnOTB2020 = pd.merge(mergeKickoffTouchbackReturn2020,\n",
    "                                     kickoffOutOfBounds2020Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "mergeKickoffTouchbackReturnOTB2020.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTB2020['Kickoff OTB'] = mergeKickoffTouchbackReturnOTB2020['Kickoff OTB'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "115df064-d3fc-4f3b-a9b5-c4196e34c030",
   "metadata": {},
   "outputs": [],
   "source": [
    "mergeKickoffTouchbackReturnOTBOSK2020 = pd.merge(mergeKickoffTouchbackReturnOTB2020,\n",
    "                                     kickoffOnsideKick2020Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSK2020.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTBOSK2020['Kickoff OSK'] = mergeKickoffTouchbackReturnOTBOSK2020['Kickoff OSK'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "25daea11-afb6-4acf-a5ff-d449ffe0eb8a",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSKTD2020 = pd.merge(mergeKickoffTouchbackReturnOTBOSK2020,\n",
    "                                     kickoffTouchdown2020Ranking, \n",
    "                                     how='left'\n",
    "                                    )\n",
    "\n",
    "mergeKickoffTouchbackReturnOTBOSKTD2020.replace(np.nan, 0,inplace=True)\n",
    "mergeKickoffTouchbackReturnOTBOSKTD2020['Kickoff TD'] = mergeKickoffTouchbackReturnOTBOSKTD2020['Kickoff TD'].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "5fe4fee6-c21c-4d80-8dbf-d6f2820277f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>Player Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Position</th>\n",
       "      <th>Kickoffs</th>\n",
       "      <th>Kickoff TB</th>\n",
       "      <th>TB Accuracy %</th>\n",
       "      <th>Kickoff RT</th>\n",
       "      <th>Kickoff OTB</th>\n",
       "      <th>Kickoff OSK</th>\n",
       "      <th>Kickoff TD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020</td>\n",
       "      <td>Tyler Bass</td>\n",
       "      <td>BUF</td>\n",
       "      <td>K</td>\n",
       "      <td>100</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020</td>\n",
       "      <td>Justin Tucker</td>\n",
       "      <td>BAL</td>\n",
       "      <td>K</td>\n",
       "      <td>95</td>\n",
       "      <td>65</td>\n",
       "      <td>68.4</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>LV</td>\n",
       "      <td>K</td>\n",
       "      <td>93</td>\n",
       "      <td>55</td>\n",
       "      <td>59.1</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020</td>\n",
       "      <td>Harrison Butker</td>\n",
       "      <td>KC</td>\n",
       "      <td>K</td>\n",
       "      <td>92</td>\n",
       "      <td>69</td>\n",
       "      <td>75.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020</td>\n",
       "      <td>Wil Lutz</td>\n",
       "      <td>NO</td>\n",
       "      <td>K</td>\n",
       "      <td>91</td>\n",
       "      <td>66</td>\n",
       "      <td>72.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2020</td>\n",
       "      <td>Jason Myers</td>\n",
       "      <td>SEA</td>\n",
       "      <td>K</td>\n",
       "      <td>89</td>\n",
       "      <td>49</td>\n",
       "      <td>55.1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2020</td>\n",
       "      <td>Jason Sanders</td>\n",
       "      <td>MIA</td>\n",
       "      <td>K</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>76.2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2020</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>CHI</td>\n",
       "      <td>K</td>\n",
       "      <td>83</td>\n",
       "      <td>41</td>\n",
       "      <td>49.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2020</td>\n",
       "      <td>Stephen Gostkowski</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>83</td>\n",
       "      <td>48</td>\n",
       "      <td>57.8</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2020</td>\n",
       "      <td>Ka'imi Fairbairn</td>\n",
       "      <td>HOU</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>49</td>\n",
       "      <td>60.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2020</td>\n",
       "      <td>Mason Crosby</td>\n",
       "      <td>GB</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>46</td>\n",
       "      <td>56.8</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2020</td>\n",
       "      <td>Greg Zuerlein</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>79</td>\n",
       "      <td>52</td>\n",
       "      <td>65.8</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2020</td>\n",
       "      <td>Cody Parkey</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>79</td>\n",
       "      <td>43</td>\n",
       "      <td>54.4</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2020</td>\n",
       "      <td>Joey Slye</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>78</td>\n",
       "      <td>70</td>\n",
       "      <td>89.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2020</td>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>75</td>\n",
       "      <td>49</td>\n",
       "      <td>65.3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2020</td>\n",
       "      <td>Chris Boswell</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>52.1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2020</td>\n",
       "      <td>Dustin Hopkins</td>\n",
       "      <td>WAS</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>60</td>\n",
       "      <td>84.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2020</td>\n",
       "      <td>Graham Gano</td>\n",
       "      <td>NYG</td>\n",
       "      <td>K</td>\n",
       "      <td>69</td>\n",
       "      <td>26</td>\n",
       "      <td>37.7</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2020</td>\n",
       "      <td>Brandon McManus</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>72.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2020</td>\n",
       "      <td>Jake Elliott</td>\n",
       "      <td>PHI</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>42</td>\n",
       "      <td>63.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>62</td>\n",
       "      <td>35</td>\n",
       "      <td>56.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2020</td>\n",
       "      <td>Younghoe Koo</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>61</td>\n",
       "      <td>27</td>\n",
       "      <td>44.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2020</td>\n",
       "      <td>Randy Bullock</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>80.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2020</td>\n",
       "      <td>Sam Sloman</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>37</td>\n",
       "      <td>22</td>\n",
       "      <td>59.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2020</td>\n",
       "      <td>Matt Gay</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>77.1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020</td>\n",
       "      <td>Sam Ficken</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>29</td>\n",
       "      <td>17</td>\n",
       "      <td>58.6</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2020</td>\n",
       "      <td>Rodrigo Blankenship</td>\n",
       "      <td>IND</td>\n",
       "      <td>K</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>65.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2020</td>\n",
       "      <td>Mike Nugent</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>15.8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2020</td>\n",
       "      <td>Austin Seibert</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>61.1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2020</td>\n",
       "      <td>Matt Prater</td>\n",
       "      <td>DET</td>\n",
       "      <td>K</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>38.9</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2020</td>\n",
       "      <td>Aldrick Rosas</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>66.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2020</td>\n",
       "      <td>Matthew Wright</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>7.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2020</td>\n",
       "      <td>Robbie Gould</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>11.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2020</td>\n",
       "      <td>Kai Forbath</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2020</td>\n",
       "      <td>Sam Sloman</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>28.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2020</td>\n",
       "      <td>Elliott Fry</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2020</td>\n",
       "      <td>Josh Lambo</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2020</td>\n",
       "      <td>Nick Folk</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2020</td>\n",
       "      <td>Michael Badgley</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2020</td>\n",
       "      <td>Taylor Russolino</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2020</td>\n",
       "      <td>Chase McLaughlin</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2020</td>\n",
       "      <td>Austin Seibert</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2020</td>\n",
       "      <td>Tristan Vizcaino</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Season          Player Name Team Position  Kickoffs  Kickoff TB  \\\n",
       "0     2020           Tyler Bass  BUF        K       100          67   \n",
       "1     2020        Justin Tucker  BAL        K        95          65   \n",
       "2     2020       Daniel Carlson   LV        K        93          55   \n",
       "3     2020      Harrison Butker   KC        K        92          69   \n",
       "4     2020             Wil Lutz   NO        K        91          66   \n",
       "5     2020          Jason Myers  SEA        K        89          49   \n",
       "6     2020        Jason Sanders  MIA        K        84          64   \n",
       "7     2020         Cairo Santos  CHI        K        83          41   \n",
       "8     2020   Stephen Gostkowski  TEN        K        83          48   \n",
       "9     2020     Ka'imi Fairbairn  HOU        K        81          49   \n",
       "10    2020         Mason Crosby   GB        K        81          46   \n",
       "11    2020        Greg Zuerlein  DAL        K        79          52   \n",
       "12    2020          Cody Parkey  CLE        K        79          43   \n",
       "13    2020            Joey Slye  CAR        K        78          70   \n",
       "14    2020           Dan Bailey  MIN        K        75          49   \n",
       "15    2020        Chris Boswell  PIT        K        71          37   \n",
       "16    2020       Dustin Hopkins  WAS        K        71          60   \n",
       "17    2020          Graham Gano  NYG        K        69          26   \n",
       "18    2020      Brandon McManus  DEN        K        69          50   \n",
       "19    2020         Jake Elliott  PHI        K        66          42   \n",
       "20    2020        Zane Gonzalez  ARI        K        62          35   \n",
       "21    2020         Younghoe Koo  ATL        K        61          27   \n",
       "22    2020        Randy Bullock  CIN        K        55          44   \n",
       "23    2020           Sam Sloman   LA        K        37          22   \n",
       "24    2020             Matt Gay   LA        K        35          27   \n",
       "25    2020           Sam Ficken  NYJ        K        29          17   \n",
       "26    2020  Rodrigo Blankenship  IND        K        20          13   \n",
       "27    2020          Mike Nugent  ARI        K        19           3   \n",
       "28    2020       Austin Seibert  CIN        K        18          11   \n",
       "29    2020          Matt Prater  DET        K        18           7   \n",
       "30    2020        Aldrick Rosas  JAX        K        18          12   \n",
       "31    2020       Matthew Wright  PIT        K        14           1   \n",
       "32    2020         Robbie Gould   SF        K         9           1   \n",
       "33    2020          Kai Forbath   LA        K         9           3   \n",
       "34    2020           Sam Sloman  TEN        K         7           2   \n",
       "35    2020          Elliott Fry  ATL        K         4           2   \n",
       "36    2020           Josh Lambo  JAX        K         4           2   \n",
       "37    2020            Nick Folk   NE        K         3           0   \n",
       "38    2020      Michael Badgley  LAC        K         3           0   \n",
       "39    2020     Taylor Russolino  DEN        K         3           0   \n",
       "40    2020     Chase McLaughlin  NYJ        K         3           0   \n",
       "41    2020       Austin Seibert  CLE        K         2           0   \n",
       "42    2020     Tristan Vizcaino   SF        K         1           1   \n",
       "\n",
       "    TB Accuracy %  Kickoff RT  Kickoff OTB  Kickoff OSK  Kickoff TD  \n",
       "0            67.0        30.0            0            0           0  \n",
       "1            68.4        30.0            0            0           0  \n",
       "2            59.1        32.0            0            2           0  \n",
       "3            75.0        19.0            2            1           1  \n",
       "4            72.5        20.0            1            2           0  \n",
       "5            55.1        38.0            0            0           0  \n",
       "6            76.2        18.0            1            6           0  \n",
       "7            49.4        41.0            0            3           0  \n",
       "8            57.8        31.0            1            2           0  \n",
       "9            60.5        28.0            0            2           0  \n",
       "10           56.8        33.0            1            0           0  \n",
       "11           65.8        26.0            0            2           0  \n",
       "12           54.4        35.0            1            0           1  \n",
       "13           89.7         7.0            0            3           0  \n",
       "14           65.3        25.0            0            4           1  \n",
       "15           52.1        27.0            1            0           0  \n",
       "16           84.5         8.0            0            4           0  \n",
       "17           37.7        39.0            0            3           1  \n",
       "18           72.5        15.0            0            4           1  \n",
       "19           63.6        23.0            0            2           0  \n",
       "20           56.5        26.0            1            2           0  \n",
       "21           44.3        34.0            0            2           0  \n",
       "22           80.0        11.0            0            1           0  \n",
       "23           59.5        15.0            0            0           0  \n",
       "24           77.1         6.0            1            0           0  \n",
       "25           58.6        11.0            1            1           0  \n",
       "26           65.0         7.0            0            0           0  \n",
       "27           15.8        16.0            0            0           0  \n",
       "28           61.1         5.0            0            0           0  \n",
       "29           38.9        11.0            1            2           0  \n",
       "30           66.7         3.0            0            0           0  \n",
       "31            7.1        13.0            0            1           0  \n",
       "32           11.1         8.0            0            3           1  \n",
       "33           33.3         4.0            0            0           0  \n",
       "34           28.6         4.0            1            0           0  \n",
       "35           50.0         2.0            0            0           0  \n",
       "36           50.0         2.0            0            1           0  \n",
       "37            0.0         3.0            0            0           0  \n",
       "38            0.0         3.0            0            0           0  \n",
       "39            0.0         3.0            0            1           0  \n",
       "40            0.0         3.0            0            0           0  \n",
       "41            0.0         2.0            0            0           0  \n",
       "42          100.0         0.0            0            0           0  "
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mergeKickoffTouchbackReturnOTBOSKTD2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "5ff4d2a0-88ab-4df3-b688-ed0a2004cba1",
   "metadata": {},
   "outputs": [],
   "source": [
    "kickoffFull = pd.concat([mergeKickoffTouchbackReturnOTBOSKTD, mergeKickoffTouchbackReturnOTBOSKTD2019, mergeKickoffTouchbackReturnOTBOSKTD2020], axis=0)\n",
    "kickoffFull.reset_index(drop=True, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "146836bf-1396-46cd-acd3-6ec5ab00ac87",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Season</th>\n",
       "      <th>Player Name</th>\n",
       "      <th>Team</th>\n",
       "      <th>Position</th>\n",
       "      <th>Kickoffs</th>\n",
       "      <th>Kickoff TB</th>\n",
       "      <th>TB Accuracy %</th>\n",
       "      <th>Kickoff RT</th>\n",
       "      <th>Kickoff OTB</th>\n",
       "      <th>Kickoff OSK</th>\n",
       "      <th>Kickoff TD</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018</td>\n",
       "      <td>Wil Lutz</td>\n",
       "      <td>NO</td>\n",
       "      <td>K</td>\n",
       "      <td>101</td>\n",
       "      <td>64</td>\n",
       "      <td>63.4</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018</td>\n",
       "      <td>Harrison Butker</td>\n",
       "      <td>KC</td>\n",
       "      <td>K</td>\n",
       "      <td>101</td>\n",
       "      <td>65</td>\n",
       "      <td>64.4</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018</td>\n",
       "      <td>Ka'imi Fairbairn</td>\n",
       "      <td>HOU</td>\n",
       "      <td>K</td>\n",
       "      <td>91</td>\n",
       "      <td>58</td>\n",
       "      <td>63.7</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018</td>\n",
       "      <td>Justin Tucker</td>\n",
       "      <td>BAL</td>\n",
       "      <td>K</td>\n",
       "      <td>91</td>\n",
       "      <td>58</td>\n",
       "      <td>63.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018</td>\n",
       "      <td>Stephen Gostkowski</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>90</td>\n",
       "      <td>48</td>\n",
       "      <td>53.3</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018</td>\n",
       "      <td>Cody Parkey</td>\n",
       "      <td>CHI</td>\n",
       "      <td>K</td>\n",
       "      <td>88</td>\n",
       "      <td>64</td>\n",
       "      <td>72.7</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jason Myers</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>82</td>\n",
       "      <td>60</td>\n",
       "      <td>73.2</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jake Elliott</td>\n",
       "      <td>PHI</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>57</td>\n",
       "      <td>70.4</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mason Crosby</td>\n",
       "      <td>GB</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>41</td>\n",
       "      <td>50.6</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018</td>\n",
       "      <td>Aldrick Rosas</td>\n",
       "      <td>NYG</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>51</td>\n",
       "      <td>63.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018</td>\n",
       "      <td>Chris Boswell</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>80</td>\n",
       "      <td>48</td>\n",
       "      <td>60.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018</td>\n",
       "      <td>Randy Bullock</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>78</td>\n",
       "      <td>45</td>\n",
       "      <td>57.7</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2018</td>\n",
       "      <td>Brett Maher</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>76</td>\n",
       "      <td>51</td>\n",
       "      <td>67.1</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2018</td>\n",
       "      <td>Greg Zuerlein</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>75</td>\n",
       "      <td>56</td>\n",
       "      <td>74.7</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2018</td>\n",
       "      <td>Greg Joseph</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>68</td>\n",
       "      <td>47</td>\n",
       "      <td>69.1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2018</td>\n",
       "      <td>Ryan Succop</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>68</td>\n",
       "      <td>44</td>\n",
       "      <td>64.7</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2018</td>\n",
       "      <td>Dustin Hopkins</td>\n",
       "      <td>WAS</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>53</td>\n",
       "      <td>80.3</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2018</td>\n",
       "      <td>Sebastian Janikowski</td>\n",
       "      <td>SEA</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>36</td>\n",
       "      <td>54.5</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2018</td>\n",
       "      <td>Jason Sanders</td>\n",
       "      <td>MIA</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>53</td>\n",
       "      <td>80.3</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2018</td>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>65</td>\n",
       "      <td>34</td>\n",
       "      <td>52.3</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2018</td>\n",
       "      <td>Stephen Hauschka</td>\n",
       "      <td>BUF</td>\n",
       "      <td>K</td>\n",
       "      <td>63</td>\n",
       "      <td>30</td>\n",
       "      <td>47.6</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2018</td>\n",
       "      <td>Brandon McManus</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>63</td>\n",
       "      <td>38</td>\n",
       "      <td>60.3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2018</td>\n",
       "      <td>Graham Gano</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>59</td>\n",
       "      <td>45</td>\n",
       "      <td>76.3</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mike Badgley</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>54</td>\n",
       "      <td>9</td>\n",
       "      <td>16.7</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2018</td>\n",
       "      <td>Josh Lambo</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>52</td>\n",
       "      <td>36</td>\n",
       "      <td>69.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2018</td>\n",
       "      <td>Chandler Catanzaro</td>\n",
       "      <td>TB</td>\n",
       "      <td>K</td>\n",
       "      <td>49</td>\n",
       "      <td>39</td>\n",
       "      <td>79.6</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2018</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>43</td>\n",
       "      <td>20</td>\n",
       "      <td>46.5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2018</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>TB</td>\n",
       "      <td>K</td>\n",
       "      <td>33</td>\n",
       "      <td>12</td>\n",
       "      <td>36.4</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2018</td>\n",
       "      <td>Phil Dawson</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>31</td>\n",
       "      <td>14</td>\n",
       "      <td>45.2</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2018</td>\n",
       "      <td>Caleb Sturgis</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>28</td>\n",
       "      <td>14</td>\n",
       "      <td>50.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2018</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>19</td>\n",
       "      <td>12</td>\n",
       "      <td>63.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2018</td>\n",
       "      <td>Chandler Catanzaro</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>81.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2018</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>13</td>\n",
       "      <td>7</td>\n",
       "      <td>53.8</td>\n",
       "      <td>6.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2018</td>\n",
       "      <td>Mike Nugent</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>46.2</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2018</td>\n",
       "      <td>Sam Ficken</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>13</td>\n",
       "      <td>11</td>\n",
       "      <td>84.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt McCrane</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>12</td>\n",
       "      <td>3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2018</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>9</td>\n",
       "      <td>5</td>\n",
       "      <td>55.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt Prater</td>\n",
       "      <td>DET</td>\n",
       "      <td>K</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2018</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>80.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt McCrane</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2018</td>\n",
       "      <td>Matt McCrane</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2018</td>\n",
       "      <td>Robbie Gould</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2019</td>\n",
       "      <td>Justin Tucker</td>\n",
       "      <td>BAL</td>\n",
       "      <td>K</td>\n",
       "      <td>105</td>\n",
       "      <td>55</td>\n",
       "      <td>52.4</td>\n",
       "      <td>48.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2019</td>\n",
       "      <td>Harrison Butker</td>\n",
       "      <td>KC</td>\n",
       "      <td>K</td>\n",
       "      <td>94</td>\n",
       "      <td>57</td>\n",
       "      <td>60.6</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2019</td>\n",
       "      <td>Wil Lutz</td>\n",
       "      <td>NO</td>\n",
       "      <td>K</td>\n",
       "      <td>92</td>\n",
       "      <td>71</td>\n",
       "      <td>77.2</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2019</td>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>84</td>\n",
       "      <td>61</td>\n",
       "      <td>72.6</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2019</td>\n",
       "      <td>Jason Myers</td>\n",
       "      <td>SEA</td>\n",
       "      <td>K</td>\n",
       "      <td>84</td>\n",
       "      <td>58</td>\n",
       "      <td>69.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2019</td>\n",
       "      <td>Greg Zuerlein</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>83</td>\n",
       "      <td>62</td>\n",
       "      <td>74.7</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2019</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>82</td>\n",
       "      <td>45</td>\n",
       "      <td>54.9</td>\n",
       "      <td>35.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2019</td>\n",
       "      <td>Ka'imi Fairbairn</td>\n",
       "      <td>HOU</td>\n",
       "      <td>K</td>\n",
       "      <td>80</td>\n",
       "      <td>41</td>\n",
       "      <td>51.2</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2019</td>\n",
       "      <td>Mason Crosby</td>\n",
       "      <td>GB</td>\n",
       "      <td>K</td>\n",
       "      <td>79</td>\n",
       "      <td>49</td>\n",
       "      <td>62.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2019</td>\n",
       "      <td>Jake Elliott</td>\n",
       "      <td>PHI</td>\n",
       "      <td>K</td>\n",
       "      <td>77</td>\n",
       "      <td>49</td>\n",
       "      <td>63.6</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2019</td>\n",
       "      <td>Austin Seibert</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>75</td>\n",
       "      <td>30</td>\n",
       "      <td>40.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2019</td>\n",
       "      <td>Stephen Hauschka</td>\n",
       "      <td>BUF</td>\n",
       "      <td>K</td>\n",
       "      <td>72</td>\n",
       "      <td>42</td>\n",
       "      <td>58.3</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2019</td>\n",
       "      <td>Brandon McManus</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>52</td>\n",
       "      <td>73.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2019</td>\n",
       "      <td>Chris Boswell</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>31</td>\n",
       "      <td>43.7</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2019</td>\n",
       "      <td>Aldrick Rosas</td>\n",
       "      <td>NYG</td>\n",
       "      <td>K</td>\n",
       "      <td>70</td>\n",
       "      <td>48</td>\n",
       "      <td>68.6</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2019</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>OAK</td>\n",
       "      <td>K</td>\n",
       "      <td>70</td>\n",
       "      <td>37</td>\n",
       "      <td>52.9</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2019</td>\n",
       "      <td>Joey Slye</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>69</td>\n",
       "      <td>63</td>\n",
       "      <td>91.3</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2019</td>\n",
       "      <td>Randy Bullock</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>44</td>\n",
       "      <td>66.7</td>\n",
       "      <td>19.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2019</td>\n",
       "      <td>Jason Sanders</td>\n",
       "      <td>MIA</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>47</td>\n",
       "      <td>71.2</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2019</td>\n",
       "      <td>Dustin Hopkins</td>\n",
       "      <td>WAS</td>\n",
       "      <td>K</td>\n",
       "      <td>64</td>\n",
       "      <td>46</td>\n",
       "      <td>71.9</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2019</td>\n",
       "      <td>Brett Maher</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>63</td>\n",
       "      <td>33</td>\n",
       "      <td>52.4</td>\n",
       "      <td>28.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2019</td>\n",
       "      <td>Sam Ficken</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>58</td>\n",
       "      <td>29</td>\n",
       "      <td>50.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2019</td>\n",
       "      <td>Eddy Pineiro</td>\n",
       "      <td>CHI</td>\n",
       "      <td>K</td>\n",
       "      <td>49</td>\n",
       "      <td>25</td>\n",
       "      <td>51.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2019</td>\n",
       "      <td>Younghoe Koo</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>45</td>\n",
       "      <td>24</td>\n",
       "      <td>53.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2019</td>\n",
       "      <td>Josh Lambo</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>36</td>\n",
       "      <td>22</td>\n",
       "      <td>61.1</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2019</td>\n",
       "      <td>Stephen Gostkowski</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>26</td>\n",
       "      <td>20</td>\n",
       "      <td>76.9</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2019</td>\n",
       "      <td>Kai Forbath</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>23</td>\n",
       "      <td>15</td>\n",
       "      <td>65.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2019</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>21</td>\n",
       "      <td>12</td>\n",
       "      <td>57.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2019</td>\n",
       "      <td>Matt Prater</td>\n",
       "      <td>DET</td>\n",
       "      <td>K</td>\n",
       "      <td>17</td>\n",
       "      <td>8</td>\n",
       "      <td>47.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2019</td>\n",
       "      <td>Ryan Succop</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>18.8</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2019</td>\n",
       "      <td>Chase McLaughlin</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>15</td>\n",
       "      <td>7</td>\n",
       "      <td>46.7</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2019</td>\n",
       "      <td>Cody Parkey</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>75.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2019</td>\n",
       "      <td>Mike Badgley</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>9.1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2019</td>\n",
       "      <td>Greg Joseph</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>54.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2019</td>\n",
       "      <td>Matt Bryant</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2019</td>\n",
       "      <td>Kaare Vedvik</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2019</td>\n",
       "      <td>Nick Folk</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2019</td>\n",
       "      <td>Robbie Gould</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2019</td>\n",
       "      <td>Chase McLaughlin</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2020</td>\n",
       "      <td>Tyler Bass</td>\n",
       "      <td>BUF</td>\n",
       "      <td>K</td>\n",
       "      <td>100</td>\n",
       "      <td>67</td>\n",
       "      <td>67.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2020</td>\n",
       "      <td>Justin Tucker</td>\n",
       "      <td>BAL</td>\n",
       "      <td>K</td>\n",
       "      <td>95</td>\n",
       "      <td>65</td>\n",
       "      <td>68.4</td>\n",
       "      <td>30.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2020</td>\n",
       "      <td>Daniel Carlson</td>\n",
       "      <td>LV</td>\n",
       "      <td>K</td>\n",
       "      <td>93</td>\n",
       "      <td>55</td>\n",
       "      <td>59.1</td>\n",
       "      <td>32.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2020</td>\n",
       "      <td>Harrison Butker</td>\n",
       "      <td>KC</td>\n",
       "      <td>K</td>\n",
       "      <td>92</td>\n",
       "      <td>69</td>\n",
       "      <td>75.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2020</td>\n",
       "      <td>Wil Lutz</td>\n",
       "      <td>NO</td>\n",
       "      <td>K</td>\n",
       "      <td>91</td>\n",
       "      <td>66</td>\n",
       "      <td>72.5</td>\n",
       "      <td>20.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2020</td>\n",
       "      <td>Jason Myers</td>\n",
       "      <td>SEA</td>\n",
       "      <td>K</td>\n",
       "      <td>89</td>\n",
       "      <td>49</td>\n",
       "      <td>55.1</td>\n",
       "      <td>38.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2020</td>\n",
       "      <td>Jason Sanders</td>\n",
       "      <td>MIA</td>\n",
       "      <td>K</td>\n",
       "      <td>84</td>\n",
       "      <td>64</td>\n",
       "      <td>76.2</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2020</td>\n",
       "      <td>Cairo Santos</td>\n",
       "      <td>CHI</td>\n",
       "      <td>K</td>\n",
       "      <td>83</td>\n",
       "      <td>41</td>\n",
       "      <td>49.4</td>\n",
       "      <td>41.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2020</td>\n",
       "      <td>Stephen Gostkowski</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>83</td>\n",
       "      <td>48</td>\n",
       "      <td>57.8</td>\n",
       "      <td>31.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2020</td>\n",
       "      <td>Ka'imi Fairbairn</td>\n",
       "      <td>HOU</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>49</td>\n",
       "      <td>60.5</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2020</td>\n",
       "      <td>Mason Crosby</td>\n",
       "      <td>GB</td>\n",
       "      <td>K</td>\n",
       "      <td>81</td>\n",
       "      <td>46</td>\n",
       "      <td>56.8</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2020</td>\n",
       "      <td>Greg Zuerlein</td>\n",
       "      <td>DAL</td>\n",
       "      <td>K</td>\n",
       "      <td>79</td>\n",
       "      <td>52</td>\n",
       "      <td>65.8</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2020</td>\n",
       "      <td>Cody Parkey</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>79</td>\n",
       "      <td>43</td>\n",
       "      <td>54.4</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2020</td>\n",
       "      <td>Joey Slye</td>\n",
       "      <td>CAR</td>\n",
       "      <td>K</td>\n",
       "      <td>78</td>\n",
       "      <td>70</td>\n",
       "      <td>89.7</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2020</td>\n",
       "      <td>Dan Bailey</td>\n",
       "      <td>MIN</td>\n",
       "      <td>K</td>\n",
       "      <td>75</td>\n",
       "      <td>49</td>\n",
       "      <td>65.3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2020</td>\n",
       "      <td>Chris Boswell</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>37</td>\n",
       "      <td>52.1</td>\n",
       "      <td>27.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2020</td>\n",
       "      <td>Dustin Hopkins</td>\n",
       "      <td>WAS</td>\n",
       "      <td>K</td>\n",
       "      <td>71</td>\n",
       "      <td>60</td>\n",
       "      <td>84.5</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2020</td>\n",
       "      <td>Graham Gano</td>\n",
       "      <td>NYG</td>\n",
       "      <td>K</td>\n",
       "      <td>69</td>\n",
       "      <td>26</td>\n",
       "      <td>37.7</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2020</td>\n",
       "      <td>Brandon McManus</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>69</td>\n",
       "      <td>50</td>\n",
       "      <td>72.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2020</td>\n",
       "      <td>Jake Elliott</td>\n",
       "      <td>PHI</td>\n",
       "      <td>K</td>\n",
       "      <td>66</td>\n",
       "      <td>42</td>\n",
       "      <td>63.6</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2020</td>\n",
       "      <td>Zane Gonzalez</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>62</td>\n",
       "      <td>35</td>\n",
       "      <td>56.5</td>\n",
       "      <td>26.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2020</td>\n",
       "      <td>Younghoe Koo</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>61</td>\n",
       "      <td>27</td>\n",
       "      <td>44.3</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2020</td>\n",
       "      <td>Randy Bullock</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>55</td>\n",
       "      <td>44</td>\n",
       "      <td>80.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2020</td>\n",
       "      <td>Sam Sloman</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>37</td>\n",
       "      <td>22</td>\n",
       "      <td>59.5</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2020</td>\n",
       "      <td>Matt Gay</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>35</td>\n",
       "      <td>27</td>\n",
       "      <td>77.1</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2020</td>\n",
       "      <td>Sam Ficken</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>29</td>\n",
       "      <td>17</td>\n",
       "      <td>58.6</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2020</td>\n",
       "      <td>Rodrigo Blankenship</td>\n",
       "      <td>IND</td>\n",
       "      <td>K</td>\n",
       "      <td>20</td>\n",
       "      <td>13</td>\n",
       "      <td>65.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2020</td>\n",
       "      <td>Mike Nugent</td>\n",
       "      <td>ARI</td>\n",
       "      <td>K</td>\n",
       "      <td>19</td>\n",
       "      <td>3</td>\n",
       "      <td>15.8</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2020</td>\n",
       "      <td>Austin Seibert</td>\n",
       "      <td>CIN</td>\n",
       "      <td>K</td>\n",
       "      <td>18</td>\n",
       "      <td>11</td>\n",
       "      <td>61.1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2020</td>\n",
       "      <td>Matt Prater</td>\n",
       "      <td>DET</td>\n",
       "      <td>K</td>\n",
       "      <td>18</td>\n",
       "      <td>7</td>\n",
       "      <td>38.9</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2020</td>\n",
       "      <td>Aldrick Rosas</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>18</td>\n",
       "      <td>12</td>\n",
       "      <td>66.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2020</td>\n",
       "      <td>Matthew Wright</td>\n",
       "      <td>PIT</td>\n",
       "      <td>K</td>\n",
       "      <td>14</td>\n",
       "      <td>1</td>\n",
       "      <td>7.1</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2020</td>\n",
       "      <td>Robbie Gould</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>11.1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2020</td>\n",
       "      <td>Kai Forbath</td>\n",
       "      <td>LA</td>\n",
       "      <td>K</td>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>33.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2020</td>\n",
       "      <td>Sam Sloman</td>\n",
       "      <td>TEN</td>\n",
       "      <td>K</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>28.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2020</td>\n",
       "      <td>Elliott Fry</td>\n",
       "      <td>ATL</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2020</td>\n",
       "      <td>Josh Lambo</td>\n",
       "      <td>JAX</td>\n",
       "      <td>K</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>50.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2020</td>\n",
       "      <td>Nick Folk</td>\n",
       "      <td>NE</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2020</td>\n",
       "      <td>Michael Badgley</td>\n",
       "      <td>LAC</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2020</td>\n",
       "      <td>Taylor Russolino</td>\n",
       "      <td>DEN</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2020</td>\n",
       "      <td>Chase McLaughlin</td>\n",
       "      <td>NYJ</td>\n",
       "      <td>K</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2020</td>\n",
       "      <td>Austin Seibert</td>\n",
       "      <td>CLE</td>\n",
       "      <td>K</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2020</td>\n",
       "      <td>Tristan Vizcaino</td>\n",
       "      <td>SF</td>\n",
       "      <td>K</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Season           Player Name Team Position  Kickoffs  Kickoff TB  \\\n",
       "0      2018              Wil Lutz   NO        K       101          64   \n",
       "1      2018       Harrison Butker   KC        K       101          65   \n",
       "2      2018      Ka'imi Fairbairn  HOU        K        91          58   \n",
       "3      2018         Justin Tucker  BAL        K        91          58   \n",
       "4      2018    Stephen Gostkowski   NE        K        90          48   \n",
       "5      2018           Cody Parkey  CHI        K        88          64   \n",
       "6      2018           Jason Myers  NYJ        K        82          60   \n",
       "7      2018          Jake Elliott  PHI        K        81          57   \n",
       "8      2018          Mason Crosby   GB        K        81          41   \n",
       "9      2018         Aldrick Rosas  NYG        K        81          51   \n",
       "10     2018         Chris Boswell  PIT        K        80          48   \n",
       "11     2018         Randy Bullock  CIN        K        78          45   \n",
       "12     2018           Brett Maher  DAL        K        76          51   \n",
       "13     2018         Greg Zuerlein   LA        K        75          56   \n",
       "14     2018           Greg Joseph  CLE        K        68          47   \n",
       "15     2018           Ryan Succop  TEN        K        68          44   \n",
       "16     2018        Dustin Hopkins  WAS        K        66          53   \n",
       "17     2018  Sebastian Janikowski  SEA        K        66          36   \n",
       "18     2018         Jason Sanders  MIA        K        66          53   \n",
       "19     2018            Dan Bailey  MIN        K        65          34   \n",
       "20     2018      Stephen Hauschka  BUF        K        63          30   \n",
       "21     2018       Brandon McManus  DEN        K        63          38   \n",
       "22     2018           Graham Gano  CAR        K        59          45   \n",
       "23     2018          Mike Badgley  LAC        K        54           9   \n",
       "24     2018            Josh Lambo  JAX        K        52          36   \n",
       "25     2018    Chandler Catanzaro   TB        K        49          39   \n",
       "26     2018        Daniel Carlson  OAK        K        43          20   \n",
       "27     2018          Cairo Santos   TB        K        33          12   \n",
       "28     2018           Phil Dawson  ARI        K        31          14   \n",
       "29     2018         Caleb Sturgis  LAC        K        28          14   \n",
       "30     2018         Zane Gonzalez  ARI        K        19          12   \n",
       "31     2018    Chandler Catanzaro  CAR        K        16          13   \n",
       "32     2018          Cairo Santos   LA        K        13           7   \n",
       "33     2018           Mike Nugent  OAK        K        13           6   \n",
       "34     2018            Sam Ficken   LA        K        13          11   \n",
       "35     2018          Matt McCrane  OAK        K        12           3   \n",
       "36     2018         Zane Gonzalez  CLE        K         9           5   \n",
       "37     2018           Matt Prater  DET        K         6           3   \n",
       "38     2018        Daniel Carlson  MIN        K         5           4   \n",
       "39     2018          Matt McCrane  ARI        K         4           2   \n",
       "40     2018          Matt McCrane  PIT        K         4           0   \n",
       "41     2018          Robbie Gould   SF        K         2           0   \n",
       "42     2019         Justin Tucker  BAL        K       105          55   \n",
       "43     2019       Harrison Butker   KC        K        94          57   \n",
       "44     2019              Wil Lutz   NO        K        92          71   \n",
       "45     2019            Dan Bailey  MIN        K        84          61   \n",
       "46     2019           Jason Myers  SEA        K        84          58   \n",
       "47     2019         Greg Zuerlein   LA        K        83          62   \n",
       "48     2019         Zane Gonzalez  ARI        K        82          45   \n",
       "49     2019      Ka'imi Fairbairn  HOU        K        80          41   \n",
       "50     2019          Mason Crosby   GB        K        79          49   \n",
       "51     2019          Jake Elliott  PHI        K        77          49   \n",
       "52     2019        Austin Seibert  CLE        K        75          30   \n",
       "53     2019      Stephen Hauschka  BUF        K        72          42   \n",
       "54     2019       Brandon McManus  DEN        K        71          52   \n",
       "55     2019         Chris Boswell  PIT        K        71          31   \n",
       "56     2019         Aldrick Rosas  NYG        K        70          48   \n",
       "57     2019        Daniel Carlson  OAK        K        70          37   \n",
       "58     2019             Joey Slye  CAR        K        69          63   \n",
       "59     2019         Randy Bullock  CIN        K        66          44   \n",
       "60     2019         Jason Sanders  MIA        K        66          47   \n",
       "61     2019        Dustin Hopkins  WAS        K        64          46   \n",
       "62     2019           Brett Maher  DAL        K        63          33   \n",
       "63     2019            Sam Ficken  NYJ        K        58          29   \n",
       "64     2019          Eddy Pineiro  CHI        K        49          25   \n",
       "65     2019          Younghoe Koo  ATL        K        45          24   \n",
       "66     2019            Josh Lambo  JAX        K        36          22   \n",
       "67     2019    Stephen Gostkowski   NE        K        26          20   \n",
       "68     2019           Kai Forbath  DAL        K        23          15   \n",
       "69     2019          Cairo Santos  TEN        K        21          12   \n",
       "70     2019           Matt Prater  DET        K        17           8   \n",
       "71     2019           Ryan Succop  TEN        K        16           3   \n",
       "72     2019      Chase McLaughlin  LAC        K        15           7   \n",
       "73     2019           Cody Parkey  TEN        K        12           9   \n",
       "74     2019          Mike Badgley  LAC        K        11           1   \n",
       "75     2019           Greg Joseph  TEN        K        11           6   \n",
       "76     2019           Matt Bryant  ATL        K         5           0   \n",
       "77     2019          Kaare Vedvik  NYJ        K         3           3   \n",
       "78     2019             Nick Folk   NE        K         1           0   \n",
       "79     2019          Robbie Gould   SF        K         1           0   \n",
       "80     2019      Chase McLaughlin   SF        K         1           0   \n",
       "81     2020            Tyler Bass  BUF        K       100          67   \n",
       "82     2020         Justin Tucker  BAL        K        95          65   \n",
       "83     2020        Daniel Carlson   LV        K        93          55   \n",
       "84     2020       Harrison Butker   KC        K        92          69   \n",
       "85     2020              Wil Lutz   NO        K        91          66   \n",
       "86     2020           Jason Myers  SEA        K        89          49   \n",
       "87     2020         Jason Sanders  MIA        K        84          64   \n",
       "88     2020          Cairo Santos  CHI        K        83          41   \n",
       "89     2020    Stephen Gostkowski  TEN        K        83          48   \n",
       "90     2020      Ka'imi Fairbairn  HOU        K        81          49   \n",
       "91     2020          Mason Crosby   GB        K        81          46   \n",
       "92     2020         Greg Zuerlein  DAL        K        79          52   \n",
       "93     2020           Cody Parkey  CLE        K        79          43   \n",
       "94     2020             Joey Slye  CAR        K        78          70   \n",
       "95     2020            Dan Bailey  MIN        K        75          49   \n",
       "96     2020         Chris Boswell  PIT        K        71          37   \n",
       "97     2020        Dustin Hopkins  WAS        K        71          60   \n",
       "98     2020           Graham Gano  NYG        K        69          26   \n",
       "99     2020       Brandon McManus  DEN        K        69          50   \n",
       "100    2020          Jake Elliott  PHI        K        66          42   \n",
       "101    2020         Zane Gonzalez  ARI        K        62          35   \n",
       "102    2020          Younghoe Koo  ATL        K        61          27   \n",
       "103    2020         Randy Bullock  CIN        K        55          44   \n",
       "104    2020            Sam Sloman   LA        K        37          22   \n",
       "105    2020              Matt Gay   LA        K        35          27   \n",
       "106    2020            Sam Ficken  NYJ        K        29          17   \n",
       "107    2020   Rodrigo Blankenship  IND        K        20          13   \n",
       "108    2020           Mike Nugent  ARI        K        19           3   \n",
       "109    2020        Austin Seibert  CIN        K        18          11   \n",
       "110    2020           Matt Prater  DET        K        18           7   \n",
       "111    2020         Aldrick Rosas  JAX        K        18          12   \n",
       "112    2020        Matthew Wright  PIT        K        14           1   \n",
       "113    2020          Robbie Gould   SF        K         9           1   \n",
       "114    2020           Kai Forbath   LA        K         9           3   \n",
       "115    2020            Sam Sloman  TEN        K         7           2   \n",
       "116    2020           Elliott Fry  ATL        K         4           2   \n",
       "117    2020            Josh Lambo  JAX        K         4           2   \n",
       "118    2020             Nick Folk   NE        K         3           0   \n",
       "119    2020       Michael Badgley  LAC        K         3           0   \n",
       "120    2020      Taylor Russolino  DEN        K         3           0   \n",
       "121    2020      Chase McLaughlin  NYJ        K         3           0   \n",
       "122    2020        Austin Seibert  CLE        K         2           0   \n",
       "123    2020      Tristan Vizcaino   SF        K         1           1   \n",
       "\n",
       "     TB Accuracy %  Kickoff RT  Kickoff OTB  Kickoff OSK  Kickoff TD  \n",
       "0             63.4        37.0            0            0           0  \n",
       "1             64.4        32.0            3            1           0  \n",
       "2             63.7        30.0            0            1           0  \n",
       "3             63.7        31.0            1            1           0  \n",
       "4             53.3        40.0            0            0           0  \n",
       "5             72.7        22.0            1            1           1  \n",
       "6             73.2        22.0            0            0           0  \n",
       "7             70.4        24.0            0            1           0  \n",
       "8             50.6        39.0            0            2           1  \n",
       "9             63.0        26.0            3            4           0  \n",
       "10            60.0        31.0            0            0           0  \n",
       "11            57.7        31.0            1            1           0  \n",
       "12            67.1        24.0            0            0           0  \n",
       "13            74.7        18.0            0            0           0  \n",
       "14            69.1        20.0            1            1           0  \n",
       "15            64.7        24.0            0            2           1  \n",
       "16            80.3        13.0            0            1           0  \n",
       "17            54.5        29.0            0            2           1  \n",
       "18            80.3        12.0            1            1           1  \n",
       "19            52.3        30.0            2            4           0  \n",
       "20            47.6        32.0            0            3           0  \n",
       "21            60.3        25.0            1            4           0  \n",
       "22            76.3        13.0            0            1           0  \n",
       "23            16.7        45.0            0            0           0  \n",
       "24            69.2        16.0            0            2           0  \n",
       "25            79.6        10.0            0            0           0  \n",
       "26            46.5        22.0            1            1           0  \n",
       "27            36.4        19.0            0            2           0  \n",
       "28            45.2        17.0            1            1           0  \n",
       "29            50.0        14.0            0            0           0  \n",
       "30            63.2         7.0            0            0           0  \n",
       "31            81.2         3.0            0            0           0  \n",
       "32            53.8         6.0            0            0           0  \n",
       "33            46.2         7.0            0            1           0  \n",
       "34            84.6         1.0            1            0           0  \n",
       "35            25.0         8.0            0            1           0  \n",
       "36            55.6         4.0            0            0           0  \n",
       "37            50.0         2.0            0            0           0  \n",
       "38            80.0         1.0            0            0           0  \n",
       "39            50.0         2.0            0            0           0  \n",
       "40             0.0         4.0            0            0           0  \n",
       "41             0.0         2.0            0            1           0  \n",
       "42            52.4        48.0            0            0           1  \n",
       "43            60.6        34.0            0            1           0  \n",
       "44            77.2        19.0            0            0           1  \n",
       "45            72.6        20.0            0            0           0  \n",
       "46            69.0        22.0            0            0           0  \n",
       "47            74.7        16.0            2            0           0  \n",
       "48            54.9        35.0            2            0           0  \n",
       "49            51.2        36.0            0            1           0  \n",
       "50            62.0        28.0            1            0           0  \n",
       "51            63.6        26.0            0            2           1  \n",
       "52            40.0        44.0            1            0           0  \n",
       "53            58.3        30.0            0            1           2  \n",
       "54            73.2        16.0            0            0           0  \n",
       "55            43.7        38.0            0            0           0  \n",
       "56            68.6        16.0            2            1           0  \n",
       "57            52.9        32.0            0            1           0  \n",
       "58            91.3         2.0            0            1           0  \n",
       "59            66.7        19.0            1            4           0  \n",
       "60            71.2        16.0            0            4           1  \n",
       "61            71.9        17.0            0            3           0  \n",
       "62            52.4        28.0            1            4           0  \n",
       "63            50.0        28.0            0            3           0  \n",
       "64            51.0        22.0            2            2           0  \n",
       "65            53.3        18.0            0            3           1  \n",
       "66            61.1        12.0            0            6           0  \n",
       "67            76.9         5.0            0            0           0  \n",
       "68            65.2         6.0            2            0           0  \n",
       "69            57.1         8.0            0            0           0  \n",
       "70            47.1         8.0            0            1           1  \n",
       "71            18.8        13.0            0            1           0  \n",
       "72            46.7         8.0            0            2           0  \n",
       "73            75.0         3.0            0            0           0  \n",
       "74             9.1        10.0            0            0           0  \n",
       "75            54.5         5.0            0            0           0  \n",
       "76             0.0         5.0            0            0           0  \n",
       "77           100.0         0.0            0            0           0  \n",
       "78             0.0         0.0            0            0           0  \n",
       "79             0.0         1.0            0            0           0  \n",
       "80             0.0         1.0            0            0           0  \n",
       "81            67.0        30.0            0            0           0  \n",
       "82            68.4        30.0            0            0           0  \n",
       "83            59.1        32.0            0            2           0  \n",
       "84            75.0        19.0            2            1           1  \n",
       "85            72.5        20.0            1            2           0  \n",
       "86            55.1        38.0            0            0           0  \n",
       "87            76.2        18.0            1            6           0  \n",
       "88            49.4        41.0            0            3           0  \n",
       "89            57.8        31.0            1            2           0  \n",
       "90            60.5        28.0            0            2           0  \n",
       "91            56.8        33.0            1            0           0  \n",
       "92            65.8        26.0            0            2           0  \n",
       "93            54.4        35.0            1            0           1  \n",
       "94            89.7         7.0            0            3           0  \n",
       "95            65.3        25.0            0            4           1  \n",
       "96            52.1        27.0            1            0           0  \n",
       "97            84.5         8.0            0            4           0  \n",
       "98            37.7        39.0            0            3           1  \n",
       "99            72.5        15.0            0            4           1  \n",
       "100           63.6        23.0            0            2           0  \n",
       "101           56.5        26.0            1            2           0  \n",
       "102           44.3        34.0            0            2           0  \n",
       "103           80.0        11.0            0            1           0  \n",
       "104           59.5        15.0            0            0           0  \n",
       "105           77.1         6.0            1            0           0  \n",
       "106           58.6        11.0            1            1           0  \n",
       "107           65.0         7.0            0            0           0  \n",
       "108           15.8        16.0            0            0           0  \n",
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       "111           66.7         3.0            0            0           0  \n",
       "112            7.1        13.0            0            1           0  \n",
       "113           11.1         8.0            0            3           1  \n",
       "114           33.3         4.0            0            0           0  \n",
       "115           28.6         4.0            1            0           0  \n",
       "116           50.0         2.0            0            0           0  \n",
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       "118            0.0         3.0            0            0           0  \n",
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       "123          100.0         0.0            0            0           0  "
      ]
     },
     "execution_count": 238,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kickoffFull"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "33fd0d48-71af-4ed3-91b5-3500ea83e093",
   "metadata": {},
   "outputs": [],
   "source": [
    "kickoffFull.to_csv(r'/Users/kushtrivedi/Desktop/NFL/Kickoffs_2018_to_2020.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c64cc545-e362-4129-acdc-c865d2b47e05",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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